diff --git a/iris/tab_ddpm/3_3/0/synth.csv b/iris/tab_ddpm/3_3/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b838243722eee3c8a8e30c3427fdeaec478fb57d
--- /dev/null
+++ b/iris/tab_ddpm/3_3/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.701811462983323,2.6450177909076307,6.8999977529416805,2.272705033210308,Iris-virginica
+1,6.111936924981059,2.648409878396748,5.589337076477979,1.4686877727226109,Iris-virginica
+2,6.287862119252712,2.358397864258923,4.67427592395392,1.491575030534889,Iris-versicolor
+3,6.564411710753199,3.0,5.811609439229186,2.2080762688232913,Iris-virginica
+4,5.698624954917596,2.857224073379789,4.526386136050711,1.3200028445109837,Iris-versicolor
+5,6.081403972153567,2.5994373220607243,5.551270248822135,1.3996482407945703,Iris-virginica
+6,5.138882555476091,3.4799413049690435,1.4030741379479523,0.20195845228400025,Iris-setosa
+7,5.77235353277639,2.670772788439488,4.003450723296353,1.0333302356239307,Iris-versicolor
+8,6.9034919894940145,2.8207384683367978,4.810695026365475,1.4035323504518087,Iris-versicolor
+9,5.044445592532191,3.49961588569347,1.3932133891604208,0.20336439187883354,Iris-setosa
+10,5.571380489596322,2.9999149375228877,4.207280132059464,1.3265730326061644,Iris-versicolor
+11,5.347012949982792,3.744182198113889,1.5914999658394129,0.203297102474806,Iris-setosa
+12,5.662129219641311,2.6279008872986207,4.481103931571301,1.218667306928972,Iris-versicolor
+13,5.030418969498513,2.4630110626360215,3.1403726397377687,1.0688235929064844,Iris-versicolor
+14,5.5232179151553815,2.3799446560480453,3.6244882700639356,0.9563982662073625,Iris-versicolor
+15,6.567046553035832,3.0,4.397533508102027,1.395756132065616,Iris-versicolor
+16,5.494040774944842,2.607742892339935,4.3782840913221746,1.2087279070513184,Iris-versicolor
+17,5.43247828107502,3.9,1.3341329863686484,0.3845802850117984,Iris-setosa
+18,5.0230812007589725,2.42639750009699,3.4413268361270086,1.0389316196188592,Iris-versicolor
+19,7.63817293116884,2.895514456769448,6.63927562708483,2.007801117709899,Iris-virginica
+20,5.089685266735593,3.4787411479454384,1.3894029902501672,0.2979134337112832,Iris-setosa
+21,5.224566141907217,2.6392845263036744,3.756224559656449,1.363587195179939,Iris-versicolor
+22,4.9010864056726815,3.422622051859583,1.469774384432628,0.2951718028310538,Iris-setosa
+23,4.988274962779724,2.0000011191868174,3.505228570630768,1.030501637177534,Iris-versicolor
+24,5.361637193749895,3.385425631102301,1.468234068501511,0.200202214051307,Iris-setosa
+25,5.736036137983012,3.0306996611513117,4.531428278163728,1.5120713221792974,Iris-versicolor
+26,5.831755029020141,3.0041482626641165,4.231438125144807,1.4456524323319342,Iris-versicolor
+27,6.930725342423049,3.0848305696367775,5.14257629380764,2.2823913697038543,Iris-virginica
+28,7.655855622165252,2.5971344394666755,6.899998423649352,2.3132938587559497,Iris-virginica
+29,5.434229894253463,3.8999993844006755,1.3257028644925575,0.40902873435817755,Iris-setosa
+30,7.700949672134752,2.6261819068040104,6.9,2.3082203596466315,Iris-virginica
+31,5.967295797579149,2.579026185888962,4.262201586052113,1.1620499689433512,Iris-versicolor
+32,4.7816823646026405,3.0,1.3784779750292224,0.3865307897299809,Iris-setosa
+33,4.819093950727254,3.0,1.402397822726929,0.27749452717556233,Iris-setosa
+34,5.030956452618764,2.0,3.7103093401171634,0.7714958882756587,Iris-versicolor
+35,7.8999966645997635,3.7784727402813574,6.35973562812295,1.9862057841659948,Iris-virginica
+36,6.801595152764735,2.7920810031978665,4.7697362208938126,1.396964906093773,Iris-versicolor
+37,5.028297234603632,2.0,3.658710856779347,1.0125106696290627,Iris-versicolor
+38,6.6297564283954635,3.2715597416906625,5.508244781348021,2.044819846173494,Iris-virginica
+39,5.85412897766991,3.201361144205749,4.401730579278406,1.5351515870755954,Iris-versicolor
+40,4.723932896459341,3.435375074079433,1.4103719550184979,0.3105391720484633,Iris-setosa
+41,5.360328809994862,3.3847253728830022,1.4997522754225026,0.2526532125554526,Iris-setosa
+42,6.904780846182088,3.0685761808936785,5.125713417948719,2.2895451548488794,Iris-virginica
+43,6.134529874330322,3.3883679248957415,4.517661612173778,1.5848557330932092,Iris-versicolor
+44,6.3125724088959325,3.2483544473820256,4.695581026920585,1.565795146973257,Iris-versicolor
+45,5.756307014585308,2.72869392091085,4.218069906205597,1.1056048576575614,Iris-versicolor
+46,6.800126854220951,3.0,5.441953074766817,2.1476980740938645,Iris-virginica
+47,4.760684337925175,3.0,1.3789121684491301,0.31555458079173065,Iris-setosa
+48,6.335187091298711,3.0,5.380141162352045,1.8029019130803539,Iris-virginica
+49,6.698143644557737,3.3071584434284103,5.68136708996143,2.080108687084826,Iris-virginica
+50,7.685821590056655,2.760107258278074,6.709574569636676,1.9788825444565235,Iris-virginica
+51,4.929560110716972,3.3700229793686316,1.4981256826749252,0.34616811996149127,Iris-setosa
+52,4.400000548959096,3.1725473543211646,1.3005548452808857,0.19554963923000906,Iris-setosa
+53,6.498527929963959,3.0,5.784952416682117,2.2453415778978534,Iris-virginica
+54,7.590160545825055,3.0,6.578424496438583,2.099263481899707,Iris-virginica
+55,5.277890587449347,2.7591827449202424,4.125991365395947,1.390467450661474,Iris-versicolor
+56,4.9689040422661686,2.0,3.480001287332031,0.9289855505679989,Iris-versicolor
+57,7.899998915569004,3.799584875457204,6.407658730176655,1.9802655328166259,Iris-virginica
+58,5.103180909765936,3.696959233658915,1.4947120129403955,0.41536744143288495,Iris-setosa
+59,5.7047398179614905,2.7898897042116624,4.566465006327673,1.2972209015318015,Iris-versicolor
+60,4.971757195173955,2.411647524709369,3.0159871486131236,1.0748336843814317,Iris-versicolor
+61,5.292954748541399,3.661765363024968,1.502962760658373,0.198430354708233,Iris-setosa
+62,5.351731477957993,3.4115325766546123,1.4973031407328898,0.3221872380027269,Iris-setosa
+63,7.707054595679691,2.601727042388411,6.899998996012994,2.2998539108943925,Iris-virginica
+64,6.25577778934095,2.5136585334447727,4.871674365227301,1.50830000639231,Iris-versicolor
+65,4.766437274726091,3.4005222660474588,1.4997901573652048,0.19785257376983328,Iris-setosa
+66,5.506336389276096,2.401931211368101,3.7430237452738933,1.0021301371275113,Iris-versicolor
+67,6.603697700319367,3.2796312160238354,5.731781772174187,2.3257391418491116,Iris-virginica
+68,4.400000456535996,2.8874991025986105,1.3938568245747562,0.20216447893734155,Iris-setosa
+69,6.300165789042909,2.4636680002088847,5.013474276868427,1.8868408400550944,Iris-virginica
+70,6.513271428349583,3.3473964938038536,5.674128155920013,2.2766084841067427,Iris-virginica
+71,6.783112556934275,3.216020769327907,5.771239260496297,2.265317449536246,Iris-virginica
+72,5.746827051746541,2.9438588783343085,4.717051783775771,1.5359201295258786,Iris-versicolor
+73,6.168507932759689,2.6062684094025004,5.590221993265595,1.413500929907526,Iris-virginica
+74,4.589258350719274,3.58783846265433,1.0000005302556743,0.19928483125291496,Iris-setosa
+75,4.600974362754841,3.3794479077295243,1.399415075839912,0.31656838694275974,Iris-setosa
+76,5.076793806054227,3.5238484698635832,1.3880954672996244,0.19873125072855558,Iris-setosa
+77,4.490039165125672,2.278709232875964,1.2900017538572341,0.29322225322638773,Iris-setosa
+78,5.554558776288295,2.403151666420286,3.831955790644529,1.0014164362410243,Iris-versicolor
+79,4.984616119160864,3.4072236682817327,1.5808741911895405,0.3717319476639435,Iris-setosa
+80,4.497228261214455,2.259954098507183,1.3314052217688386,0.3090525483173401,Iris-setosa
+81,6.0293616824001255,3.40435625953084,4.538279319173347,1.6325214611574888,Iris-versicolor
+82,4.986872873540756,2.0,3.5690946810280613,1.0039401996082085,Iris-versicolor
+83,5.266070798785007,3.408546681521549,1.4420443022686074,0.20894534683863591,Iris-setosa
+84,6.365664754127494,3.1318903882685256,4.683688047435293,1.4975265338841304,Iris-versicolor
+85,5.618348467300983,3.0,4.17449441979738,1.3039475282564232,Iris-versicolor
+86,5.0445149741662085,2.4585653510597996,2.9905442660502723,1.0839426612540077,Iris-versicolor
+87,6.285977078288338,2.470117407780806,4.912298143630873,1.5102520923530496,Iris-versicolor
+88,6.711312683384675,3.0974287787988777,4.7361776098001975,1.505747716930447,Iris-versicolor
+89,5.422398254252519,3.425779994845604,1.8882427167166946,0.19769207834930613,Iris-setosa
+90,6.228474678698605,3.2274498716915745,4.628728031480506,1.525866548274494,Iris-versicolor
+91,6.327144831126957,3.349871883509158,5.621801936108958,2.380905712591474,Iris-virginica
+92,6.80612461837796,3.0075022150638877,5.4746071050338205,2.1951489161556426,Iris-virginica
+93,5.36801732326877,3.401372315581079,1.6767727218696042,0.2124976980533661,Iris-setosa
+94,6.732830718244859,3.2795145353697683,5.763462740989834,2.164016907017218,Iris-virginica
+95,4.4000005947448315,2.9491727979945237,1.3782891196172031,0.19959416528471652,Iris-setosa
+96,4.850358530166501,3.0,1.447157626437114,0.10000009155796936,Iris-setosa
+97,4.827466057313681,3.0,1.4192687690533468,0.1,Iris-setosa
+98,5.771531026537986,2.824072057731678,4.454190550650784,1.2974128144403232,Iris-versicolor
+99,5.9894043754671245,2.8336644126873347,4.610493936494847,1.499617914112958,Iris-versicolor
+100,5.3683902210168,3.9,1.2830072442401064,0.4242676246881978,Iris-setosa
+101,6.277977034896786,2.469893440601217,5.005934141408327,1.860196293698852,Iris-virginica
+102,5.63210630395952,2.9867910774145776,3.975865292433498,1.3145003909955904,Iris-versicolor
+103,4.920395402725249,2.43998576618171,3.2722379063711866,1.0561598805522394,Iris-versicolor
+104,6.474038205357437,3.0,4.346016052563694,1.3711280635462733,Iris-versicolor
+105,7.037184780971335,2.6359104482705287,6.184670890067153,1.8266507436373474,Iris-virginica
+106,6.047370496710829,3.3847347900957785,4.530165571005918,1.5662768143074282,Iris-versicolor
+107,6.965254178637406,3.141068471033984,5.707212172413888,2.2560866918313085,Iris-virginica
+108,6.495652640903483,3.0,5.504300239798081,1.8280333927442314,Iris-virginica
+109,4.400000617106524,3.1634561705521342,1.324562119699955,0.20162699213778185,Iris-setosa
+110,6.737930463630493,3.0,5.55362160279095,2.0187540900256464,Iris-virginica
+111,6.056197608065321,2.807437012344301,4.7022983079712795,1.1972256418392218,Iris-versicolor
+112,6.631660797948913,3.1363291096667187,4.769675314121151,1.5241465624268755,Iris-versicolor
+113,4.910635769703111,3.1231109626201023,1.643765566890089,0.1,Iris-setosa
+114,6.688338947300889,3.079202771958764,4.665789328551858,1.4901017116955588,Iris-versicolor
+115,4.616430358083009,3.5607683539416093,1.0000005597541832,0.19543704853178895,Iris-setosa
+116,5.247449853066675,2.7396172021698715,4.029756571220672,1.4109450077009744,Iris-versicolor
+117,6.311407435604773,2.5133486403004492,4.917761560268494,1.5177923172228895,Iris-versicolor
+118,6.459458243199916,3.0,5.78777190040683,2.128571334042492,Iris-virginica
+119,5.094627371835407,3.509401758803905,1.3603060031714307,0.29892018795942055,Iris-setosa
diff --git a/iris/tab_ddpm/3_3/0/test.csv b/iris/tab_ddpm/3_3/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/0/train.csv b/iris/tab_ddpm/3_3/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/0/val.csv b/iris/tab_ddpm/3_3/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/1/synth.csv b/iris/tab_ddpm/3_3/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..67bb5d28f1a53bbd2f705c17adaa067eb53924c6
--- /dev/null
+++ b/iris/tab_ddpm/3_3/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.167953401470833,3.4234837353002066,1.4024626497378907,0.2032744021945285,Iris-setosa
+1,4.400000681463843,2.9110571601449626,1.3934918002260899,0.2013982779279836,Iris-setosa
+2,5.35785554557346,3.761881459256936,1.6784620792817295,0.39492649289470866,Iris-setosa
+3,5.401111870183153,3.8999995126723292,1.3065725851725345,0.4036671742056118,Iris-setosa
+4,5.780377285674428,2.7466571439366407,4.104903193740515,1.0882943927885325,Iris-versicolor
+5,4.816706161895837,3.0,1.3784133242790948,0.29704826086677794,Iris-setosa
+6,5.493569068704208,2.6016561625812225,4.369832401984249,1.2805045243834419,Iris-versicolor
+7,6.001863153694789,2.8769559327083583,5.382762839662327,1.8512224630949463,Iris-virginica
+8,6.10951892040422,3.3847560177031446,4.53295745474735,1.5969540635078627,Iris-versicolor
+9,4.807072986991835,2.405434077089712,3.260589547609512,0.8847052583497834,Iris-versicolor
+10,6.613870475030649,3.047040760313175,4.603540824214491,1.4512554416431327,Iris-versicolor
+11,5.160722453731159,2.6702889699687278,3.733333607019137,1.3746315396546973,Iris-versicolor
+12,7.340098645322018,2.881729035508462,6.31769944974498,1.8167975649673953,Iris-virginica
+13,6.101762157020987,3.0,4.448315516642294,1.5147738589738058,Iris-versicolor
+14,4.891503820650051,3.0,1.3780634880434133,0.20351274722654492,Iris-setosa
+15,4.400000528501093,2.897259124104272,1.383175909028042,0.1879735377163137,Iris-setosa
+16,5.00939121707733,2.0,3.256498042751158,1.011382652546695,Iris-versicolor
+17,5.455147307754028,3.390429554952566,1.7878820343633344,0.20711541319890964,Iris-setosa
+18,6.284179609177737,2.566018589729897,4.993971074513809,1.5168056156772494,Iris-versicolor
+19,6.462425615035739,3.210856652034909,5.157085944586868,1.9991403807378907,Iris-virginica
+20,6.801364484995649,3.216195677427318,5.814739817761855,2.2843537532847566,Iris-virginica
+21,6.736245158799167,3.270737446619742,5.685916709166855,2.5,Iris-virginica
+22,7.7117609918153915,2.585113897037261,6.8999985979527905,2.3096004997800104,Iris-virginica
+23,7.228442504750852,2.9126474639766338,6.189756539977913,1.8186424442852958,Iris-virginica
+24,6.7774837321624375,3.058159826236364,5.755573135252882,2.2259201903035986,Iris-virginica
+25,4.843009668378004,3.0,1.4080326446006513,0.28449560473405944,Iris-setosa
+26,5.067400486726044,3.5108282099067316,1.401735050859237,0.20822690783468262,Iris-setosa
+27,7.745975907712048,2.5967872158711334,6.9,2.3036257888245113,Iris-virginica
+28,7.899998808071321,3.811234882398947,6.456931412795512,1.9979491796989908,Iris-virginica
+29,5.792765286975108,3.0,4.3113751964991165,1.5255509209678286,Iris-versicolor
+30,6.088294943569617,2.7968168698651152,4.65851196179005,1.1674455990935957,Iris-versicolor
+31,5.793097174831743,2.748168421409331,4.298524352547165,1.1173278654697276,Iris-versicolor
+32,6.789908006732791,2.553397013396999,5.907086101126203,1.8049033681815827,Iris-virginica
+33,7.565688836396732,3.0,6.57459916885267,2.0862327610617717,Iris-virginica
+34,6.791095180671821,3.234618801219843,5.7976525826832175,2.2494896102675788,Iris-virginica
+35,5.517784676617016,3.7681881823400873,1.6406325631072403,0.29840887830818796,Iris-setosa
+36,5.9116299900342595,2.983521720234453,5.061836695687979,1.7978725995184468,Iris-virginica
+37,6.675936705899237,3.0782871110809724,4.545254553198978,1.5095752991523352,Iris-versicolor
+38,5.944212057798202,3.0421582718204996,4.449290710224031,1.4147053213991128,Iris-versicolor
+39,4.575154143208091,3.6071630009230313,1.0,0.19454380053271064,Iris-setosa
+40,5.112956091573493,3.4955222377128776,1.3861847415553514,0.19405543146892087,Iris-setosa
+41,4.8490099893460625,3.0080305927593205,1.4656976541460545,0.10000012936543758,Iris-setosa
+42,5.987045588500828,2.725321229017976,5.032573232274113,1.5578317297303368,Iris-versicolor
+43,6.732121695222426,2.792327227117728,4.7022363644762475,1.391245687469906,Iris-versicolor
+44,5.726886930196156,2.8321342851274127,3.928489033443625,1.1740307682292777,Iris-versicolor
+45,5.6374842788174195,3.7889444093334435,1.7568081295143743,0.2998478555593515,Iris-setosa
+46,6.337905137932571,3.388315227108907,5.6029684994862174,2.400013298251543,Iris-virginica
+47,6.226485464079168,2.2000272842726036,4.4715891931120355,1.4826138066761632,Iris-versicolor
+48,6.014113026488626,3.3886867269207976,4.507636836618573,1.5828006249530706,Iris-versicolor
+49,5.222149975074887,3.7143615094875866,1.491840194455839,0.20052973643191344,Iris-setosa
+50,5.635311914393971,3.0,4.541290010943138,1.5187192004041485,Iris-versicolor
+51,4.904871423594642,3.0,1.3971437482892781,0.19784753159862978,Iris-setosa
+52,5.712190135307607,2.7419730348605937,3.9969961146697703,1.163361896011336,Iris-versicolor
+53,7.9,3.8086476152797495,6.386372450385425,2.0143901749330104,Iris-virginica
+54,7.688907697069867,2.565856059383886,6.9,2.3233476582016888,Iris-virginica
+55,5.095913453044668,3.499521188402444,1.398746529192899,0.2972697436801203,Iris-setosa
+56,6.6777655704021,3.298787849770817,5.677485681302415,2.114380563202129,Iris-virginica
+57,5.679274429735857,2.8843197677300605,4.169347668381801,1.271454516181583,Iris-versicolor
+58,6.418185963541779,3.0,5.655752265024279,1.9971605841892106,Iris-virginica
+59,5.193699999892552,3.399248202633525,1.4015054050724824,0.20213167759972123,Iris-setosa
+60,5.820874796324581,2.9185109037732837,4.438883751742322,1.310532324973821,Iris-versicolor
+61,6.924077214208341,3.0952434419008394,5.0755869565765135,2.309807180416034,Iris-virginica
+62,5.137506009864171,3.780317781183007,1.6686797275685203,0.19955744076933718,Iris-setosa
+63,4.648204238554606,3.3641289202886524,1.4352543756532834,0.31262826063622806,Iris-setosa
+64,4.4,2.9099120573572868,1.4050208519127365,0.19507556945781296,Iris-setosa
+65,5.618551314240199,3.0,4.151835771847984,1.3077888994813032,Iris-versicolor
+66,6.181164638409118,2.1963273371858834,4.503440713251603,1.4895733857620863,Iris-versicolor
+67,4.846720701992547,2.3518080737962417,3.2946130073871944,0.9500984221909801,Iris-versicolor
+68,5.153540304238318,2.4686478021642437,3.0755818672794564,1.0321628218804928,Iris-versicolor
+69,4.8976204943885016,3.0,1.400644885774526,0.20101813172714073,Iris-setosa
+70,5.4073585291813355,3.376293509285132,2.004843092503634,0.2028310208633917,Iris-setosa
+71,5.539882628394687,2.4688570274909503,3.860566216059588,1.095936325726297,Iris-versicolor
+72,4.50852932835746,2.2774449708356994,1.2887865721375136,0.30329944334349374,Iris-setosa
+73,5.662986567057654,3.0,4.51427968221262,1.4897371705203521,Iris-versicolor
+74,5.517519175233095,2.415115894705504,3.7258100690290568,0.9985384729617184,Iris-versicolor
+75,5.7908203737267865,2.9964536888788342,4.055319908133171,1.4506219318316682,Iris-versicolor
+76,4.9411277098228865,2.4307506433334862,3.222732640023729,1.0348487495772705,Iris-versicolor
+77,4.4,3.0,1.360301074290793,0.19944291046292875,Iris-setosa
+78,4.8823770190509395,2.4015518462992724,3.0713244294368405,0.9656572205096039,Iris-versicolor
+79,5.82344038454595,2.7468409763188495,5.172563859160843,1.9125953464684806,Iris-virginica
+80,4.820711504473081,3.0,1.4289209739893685,0.10000014734648861,Iris-setosa
+81,4.583805040839748,3.5673117071733786,1.0,0.20374308517053621,Iris-setosa
+82,6.678241638510049,3.3150892088835633,5.684129566613068,2.4999995246173916,Iris-virginica
+83,6.020010063973638,3.353708550077597,4.4904995668739724,1.5308527945427974,Iris-versicolor
+84,6.926787615752052,3.07415932342711,5.154415731776296,2.303530935743323,Iris-virginica
+85,7.899994922444814,3.7733103277618274,6.301438155414496,1.9897104129880534,Iris-virginica
+86,7.899998690559615,3.8005612284763117,6.363320383212981,1.991903492109004,Iris-virginica
+87,7.702597751788291,2.7832848005748274,6.71461796756869,1.9934720392016188,Iris-virginica
+88,6.376777259940379,2.969088426373459,5.561058197382039,1.796555325521466,Iris-virginica
+89,5.376211179088299,3.9,1.2677454960401073,0.3658924112869447,Iris-setosa
+90,6.049229953935052,2.4754879673668846,5.473586403787013,1.4306729044792093,Iris-virginica
+91,6.113643970421437,3.335230379543399,4.5484284786785585,1.5877313027994675,Iris-versicolor
+92,6.41741726062803,2.6153101880252523,4.754912380974325,1.3465305810714405,Iris-versicolor
+93,6.35170462873356,2.847210409008838,4.280118897512471,1.2648114365287602,Iris-versicolor
+94,7.183982601989239,2.8985862683857686,6.1816094917678885,1.770119018772952,Iris-virginica
+95,5.516022783870294,2.9686751827328686,4.4003742071912155,1.4588368437638923,Iris-versicolor
+96,5.104980873831268,3.4994954720520415,1.3920665574917213,0.19667141713420472,Iris-setosa
+97,6.651977864146945,3.177734045417777,5.192682605330126,2.116815248780236,Iris-virginica
+98,6.748784542996118,3.0,5.429921968263318,2.0913292860991697,Iris-virginica
+99,7.567223970478616,2.842132668865763,6.578291924844668,1.9121453703152,Iris-virginica
+100,7.735915496538574,2.6020897360761337,6.9,2.290006849912254,Iris-virginica
+101,5.98102504079402,3.3859909799141654,4.531791950653382,1.580834882542346,Iris-versicolor
+102,5.614264981014528,3.0,4.089836260166231,1.2956484761307487,Iris-versicolor
+103,6.4921350787287695,3.222539865102049,5.086901280958874,1.9955844593884866,Iris-virginica
+104,6.509209958933993,2.94517979220935,4.321786994838629,1.336207632978123,Iris-versicolor
+105,5.656393128009111,3.0,4.194218540159093,1.3152340708417949,Iris-versicolor
+106,5.6788339110967385,2.8442679859745637,4.3613001047731235,1.2758280856969177,Iris-versicolor
+107,5.601396700529047,2.9397421020155066,3.6826608497632725,1.3092650914989787,Iris-versicolor
+108,6.570405006881986,3.0396202355503443,5.369620881917261,1.9212180238181946,Iris-virginica
+109,5.624954086207922,2.5929272346650944,4.218896662883962,1.098981568370695,Iris-versicolor
+110,5.952468935738576,2.186410962650906,5.001792199630593,1.4879498461349259,Iris-virginica
+111,6.887875469901604,3.2025949472286013,5.748292506562041,2.2958533903773786,Iris-virginica
+112,7.687385022498018,2.586443234803552,6.9,2.2810050804423607,Iris-virginica
+113,4.763638174277217,3.0,1.3501775589700884,0.1,Iris-setosa
+114,4.5500257970435545,3.357220943291147,1.3610372309002903,0.31175954350294505,Iris-setosa
+115,4.894630304151389,3.1047196469945813,1.6221225711596872,0.1,Iris-setosa
+116,6.790898206226687,3.0,5.498386760763432,2.0927404142419883,Iris-virginica
+117,6.774795645154711,2.7926678373677785,4.729508945413316,1.3730922529175138,Iris-versicolor
+118,5.702252589318237,3.793298855062957,1.5330100875967545,0.36428926924185545,Iris-setosa
+119,6.353857826467596,3.2474611143683565,4.704149997975975,1.5353345935465297,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/1/test.csv b/iris/tab_ddpm/3_3/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/1/train.csv b/iris/tab_ddpm/3_3/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/1/val.csv b/iris/tab_ddpm/3_3/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/10/synth.csv b/iris/tab_ddpm/3_3/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5e339ce5bbe82772ccb328e0fc74f8c81d6af450
--- /dev/null
+++ b/iris/tab_ddpm/3_3/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.593811405810608,2.5218460462134984,3.998324823541549,1.1328007872855053,Iris-versicolor
+1,5.019817804645931,2.000000509351444,3.730963107280198,1.0186613884556857,Iris-versicolor
+2,7.684554012207939,2.5781346328308623,6.899998552552794,2.3056586432605917,Iris-virginica
+3,6.009797029803318,3.4002927183860163,4.479636395578541,1.5899418650478692,Iris-versicolor
+4,6.7103768200677205,3.3002631380227574,5.711365305679661,2.4999995562396853,Iris-virginica
+5,5.706879178197289,2.914443389711019,4.12610389531107,1.3011807792931402,Iris-versicolor
+6,4.8914814573995296,2.432428382335431,3.0546063414008477,0.8980752921113335,Iris-versicolor
+7,6.090906106648957,2.8265981595155854,4.422696890623383,1.1925926369918516,Iris-versicolor
+8,6.791322907763782,2.829848658835649,4.738836889057485,1.4032507520150348,Iris-versicolor
+9,7.637963786841512,2.603128315746594,6.899997976799196,2.2874561735814303,Iris-virginica
+10,5.022915396405591,2.0,3.568374591037585,0.9186233736307279,Iris-versicolor
+11,5.940676820943612,3.0,4.106417565889208,1.5171657904373894,Iris-versicolor
+12,4.4,2.911090759864845,1.3849011257899742,0.20323476817984434,Iris-setosa
+13,7.7217685286903395,2.61505038699434,6.9,2.3046783654632943,Iris-virginica
+14,5.071130587236027,3.716979746111617,1.4777359177186589,0.35783884512663233,Iris-setosa
+15,5.546379166003901,2.409620089664859,3.8011307442347126,1.067189867494116,Iris-versicolor
+16,5.104655595831987,3.774615392191607,1.5768565893850648,0.2019957308213007,Iris-setosa
+17,7.642018725024485,2.892250627358458,6.671757704653957,1.9968018993413235,Iris-virginica
+18,5.711814232587133,3.0,4.017770493021679,1.3522137483406549,Iris-versicolor
+19,5.957011664310806,3.4024843779176597,4.4724307335115,1.572594464887853,Iris-versicolor
+20,5.114002342682131,3.669652457287977,1.492207173417318,0.412326417951259,Iris-setosa
+21,4.903640482333307,3.0,1.4042107239802333,0.2010184616717038,Iris-setosa
+22,6.0056596642509845,2.975351523054278,4.585963657683657,1.3677220242759796,Iris-versicolor
+23,5.9504596089784725,2.9557766657153004,4.479441848744587,1.4822809199900053,Iris-versicolor
+24,6.883081921994022,3.1273027016947728,5.1415383094682205,2.273020952100607,Iris-virginica
+25,6.463912872511413,3.3162780890346117,5.5231107834281215,2.3658016545863103,Iris-virginica
+26,4.804961395230503,3.0,1.3883132107255418,0.10000011688391273,Iris-setosa
+27,7.718787954257102,2.5837002071953745,6.899998833689428,2.2668843879678886,Iris-virginica
+28,5.351874913209829,3.4156053876597623,1.488021355421453,0.33403567164468795,Iris-setosa
+29,6.6896632989489175,2.493662244497965,5.761527728819455,1.7913463885262637,Iris-virginica
+30,4.490102786279337,2.2926033637664336,1.2965559044442663,0.2948233695602711,Iris-setosa
+31,6.705641586370653,3.1132531683595834,4.690173247748926,1.496091064208705,Iris-versicolor
+32,6.291898092931762,2.501318354904995,5.018114345916072,1.8606705900499962,Iris-virginica
+33,7.708737738933741,2.8813265207655476,6.690566942089554,2.0231218060051357,Iris-virginica
+34,5.055857571786559,3.734129880330799,1.4571834973416187,0.2037339181319155,Iris-setosa
+35,6.312456741640633,3.4040885160216607,5.620864792765244,2.4093504222054345,Iris-virginica
+36,6.049656832358246,3.3984626851232993,4.569075287813491,1.639336395555454,Iris-versicolor
+37,5.378900829481162,3.899999507189979,1.3184741373338003,0.409102439429199,Iris-setosa
+38,5.214226241695792,3.400697916785258,1.4037264298223628,0.20050248713669527,Iris-setosa
+39,6.209464943117228,2.2468619043920723,4.552180633086049,1.4873818373053627,Iris-versicolor
+40,5.947921004537712,2.7858257477447097,4.561979618813986,1.1860433704736444,Iris-versicolor
+41,6.670626487675141,3.291673414375721,5.688434525116552,2.0912203121708286,Iris-virginica
+42,6.304793654447745,2.521262629865028,4.932188366831619,1.5106272583422768,Iris-versicolor
+43,7.899998654288822,3.7945726170568053,6.38139845462826,2.0188869287614932,Iris-virginica
+44,5.0519289380822165,3.569395039529912,1.4083621468264114,0.1974584971517777,Iris-setosa
+45,4.992980037920822,2.000000617829175,3.360112012210905,1.0075379128602122,Iris-versicolor
+46,5.143760252429669,3.704036106515603,1.543612583361917,0.45756192253461403,Iris-setosa
+47,4.6078740254005535,3.628843673476149,1.0000003895649914,0.20261972621140276,Iris-setosa
+48,5.758376780416548,2.6356437226426115,4.033388093023857,0.9420550718313689,Iris-versicolor
+49,6.4978705961956456,3.21081307143629,5.070604719800337,2.0077615502795196,Iris-virginica
+50,6.008161307423323,2.188480897161347,5.047567831732832,1.4808510544821454,Iris-virginica
+51,6.259540071546884,2.1881804236839817,4.458476694645166,1.5082103632531485,Iris-versicolor
+52,5.653125042456101,2.996496038102708,4.3420887780751,1.4578399205364,Iris-versicolor
+53,6.312986633327061,2.3213532009150013,4.69004785722432,1.4830964347371662,Iris-versicolor
+54,5.706405855766093,2.75810966830296,4.560005123407708,1.2707531556606422,Iris-versicolor
+55,6.0368815479502045,2.2266509199437863,5.000917314290643,1.5170630890137238,Iris-virginica
+56,6.260432171788137,3.2672225974880416,4.663506114249674,1.5645752732313452,Iris-versicolor
+57,5.979594219971742,2.934689300300685,4.441680865245718,1.4812042842705149,Iris-versicolor
+58,6.301189597439713,2.8909627372518027,5.621327571366753,1.7997367829974182,Iris-virginica
+59,6.822864600354454,3.0569455432139523,5.2469442324206,2.2364410593077615,Iris-virginica
+60,6.171986716627239,2.1966791919292894,4.48504718451829,1.5008847914744916,Iris-versicolor
+61,6.3106744587857975,2.4548719740603797,5.067992997641494,1.874067279750411,Iris-virginica
+62,6.473684514314356,3.091903478346953,5.333575449404002,1.93456776277882,Iris-virginica
+63,6.0317299188334434,3.0,5.069099288714382,1.8014711935237309,Iris-virginica
+64,5.632213534535521,3.0,4.504838966382749,1.4944909068255197,Iris-versicolor
+65,5.13093689445574,2.5119511643646546,2.9623388562169266,1.153078331681204,Iris-versicolor
+66,4.925420900044089,3.146466781923435,1.765624548235148,0.1,Iris-setosa
+67,6.3012690049903695,2.3904321720599806,4.487947162137479,1.3131748750932637,Iris-versicolor
+68,5.726412646611179,2.819399470443123,4.531884534864945,1.306179505221656,Iris-versicolor
+69,6.841676131368407,3.0,5.609187780649151,2.077238024501161,Iris-virginica
+70,7.650952078156916,2.8129640182250344,6.6495359456229375,2.0002718030535647,Iris-virginica
+71,6.393205964470299,2.9305895904628447,4.330008231527104,1.3159067273262524,Iris-versicolor
+72,6.500369295805763,3.0,5.89513704885655,2.1733747969251564,Iris-virginica
+73,5.572747273648474,2.9129932665427307,3.6795803112676415,1.2889540194917206,Iris-versicolor
+74,5.693023269733904,2.8011013347428033,4.487793927938734,1.2707608569833697,Iris-versicolor
+75,4.496818516310477,2.31654747049695,1.3253946249852215,0.3413251356981075,Iris-setosa
+76,5.2090134003478,3.420638805124092,1.3927184452147383,0.20016547777293045,Iris-setosa
+77,4.4,2.9241918316947264,1.4100558666284715,0.19759909275188314,Iris-setosa
+78,6.533453047010912,3.0,4.358495095203011,1.3680274519247069,Iris-versicolor
+79,4.596177496430924,3.5854324715896255,1.0,0.19932930930852033,Iris-setosa
+80,5.072729340265611,3.4035724873856528,1.5759678872161058,0.42445264030128427,Iris-setosa
+81,5.591734748628664,2.91795569948932,3.5280196443294067,1.290331621697566,Iris-versicolor
+82,6.012929032181213,2.7066530131224424,5.090502377423044,1.5877171023975176,Iris-versicolor
+83,4.613023773084017,3.4065733431216745,1.4024709255034848,0.32999918094159597,Iris-setosa
+84,4.899709110092973,3.0,1.3921079605222482,0.2088563317118115,Iris-setosa
+85,5.0161866036952905,3.5953247987317547,1.3647101948643603,0.19942326215818573,Iris-setosa
+86,6.067930450162684,2.950756640537977,4.31556858825837,1.4962203199963058,Iris-versicolor
+87,6.294678647082825,3.4172398106226005,5.607656529740945,2.4103126111789757,Iris-virginica
+88,6.513584405891794,3.0,5.480363441118142,1.8091028188760045,Iris-virginica
+89,4.993598817807174,3.4119300416077203,1.4952808955522126,0.42088731855675204,Iris-setosa
+90,4.585661822138804,3.6322121099700504,1.000000457494554,0.2087257938206322,Iris-setosa
+91,4.967444325900549,2.0,3.5096306741004666,0.9569069656898483,Iris-versicolor
+92,6.000341218283989,2.6928375675532283,5.108274234700686,1.6395612822560737,Iris-versicolor
+93,5.194742970693277,2.7002622170677753,3.844587732607974,1.4035220632543832,Iris-versicolor
+94,6.497385901683647,3.0,5.854117684313486,2.1874101902083853,Iris-virginica
+95,7.670033210790098,3.0,6.645248108723301,2.0916622023161433,Iris-virginica
+96,5.279136727852279,3.673619125892574,1.5022602143954005,0.19899105328858005,Iris-setosa
+97,7.9,3.8296584602577957,6.432305204078012,2.016153576107313,Iris-virginica
+98,7.009534134879518,3.0,5.780265426229571,2.123162559252536,Iris-virginica
+99,5.531916256932183,2.4571750987465073,3.722830560960251,1.0495352783893444,Iris-versicolor
+100,5.185180763691068,3.699053971192257,1.4959821970150229,0.273601698396486,Iris-setosa
+101,7.633120155867058,2.9811216048581697,6.619207403121427,2.053825508601105,Iris-virginica
+102,5.98161547102286,3.4115099553389356,4.461475649246426,1.5894974801799164,Iris-versicolor
+103,6.566683493320457,3.1310834701220034,4.628690706142557,1.5173015807411931,Iris-versicolor
+104,4.944932022261661,2.456155873265991,3.4741943933982236,1.0778099110123023,Iris-versicolor
+105,6.201859253661711,2.5257110475806748,5.133717982214014,1.9079320779678675,Iris-virginica
+106,4.400000624443693,2.8952627441125425,1.3927686800061705,0.20261428652914715,Iris-setosa
+107,7.714525104308255,2.924499771979898,6.688240348969058,2.0389853214994367,Iris-virginica
+108,4.581750251793196,3.6180348742382082,1.0000003904858097,0.20066227461559996,Iris-setosa
+109,5.597519696011709,2.469796979890157,3.9075268462783215,1.0751288707148632,Iris-versicolor
+110,6.7330458859848905,3.3468302899301574,5.740470074317394,2.5,Iris-virginica
+111,5.051588819127769,3.533209584475046,1.4010526835335941,0.23499237137069137,Iris-setosa
+112,5.342226316422237,3.5872745941510558,1.4981147021442032,0.1996187666321183,Iris-setosa
+113,4.895849344253202,3.0,1.4102089444180024,0.20588215805939744,Iris-setosa
+114,6.691089907233247,3.0935911274405425,4.6743938716033835,1.4972846458173728,Iris-versicolor
+115,6.466597806954194,3.159075408971688,5.148707424757692,1.9575935908672248,Iris-virginica
+116,6.081393888673039,2.766135595654019,4.72261736461884,1.1876193309094702,Iris-versicolor
+117,6.710292338808588,3.121353029509672,4.738897069944463,1.5175815015821015,Iris-versicolor
+118,5.0900808286310975,3.310515980278171,1.4072069311040163,0.19700232186397237,Iris-setosa
+119,4.895159364717153,3.0,1.3964938041166797,0.25755398825590975,Iris-setosa
diff --git a/iris/tab_ddpm/3_3/10/test.csv b/iris/tab_ddpm/3_3/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/10/train.csv b/iris/tab_ddpm/3_3/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/10/val.csv b/iris/tab_ddpm/3_3/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/11/synth.csv b/iris/tab_ddpm/3_3/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..67ad04546ad3e49cd479d31a068130ad84df2803
--- /dev/null
+++ b/iris/tab_ddpm/3_3/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.277695219247675,3.4060217984498067,1.486733680626114,0.4152597007821732,Iris-setosa
+1,6.700385738149818,3.2866846458521897,5.697443358072539,2.499999580756261,Iris-virginica
+2,6.774229485020111,2.787445432653818,4.782276839828303,1.397511613612387,Iris-versicolor
+3,5.671746878870079,2.8035417088537224,4.374208802448408,1.2946557610539924,Iris-versicolor
+4,4.987344046048968,2.0,3.1614383086991538,1.0544523527534533,Iris-versicolor
+5,4.901760175160564,3.113351443844986,1.6165832080929126,0.10000013372426587,Iris-setosa
+6,4.867170600210549,3.051280952893815,1.4914678003368322,0.10000011385375109,Iris-setosa
+7,4.789657123580928,3.0,1.3676800065129762,0.1,Iris-setosa
+8,6.258666826828586,2.886592356551078,5.594807110642795,1.7706229245214047,Iris-virginica
+9,5.697673683989855,2.9080538012997064,4.465927425981103,1.3198415927820353,Iris-versicolor
+10,6.947228358667907,3.1833772676310486,5.705847034625558,2.2877392282868736,Iris-virginica
+11,6.033305604848817,2.2180790519386853,4.9779072658382875,1.4921957055104296,Iris-virginica
+12,7.391934743709891,2.952135213640278,6.41418537278256,1.9713142592089783,Iris-virginica
+13,5.030079518723565,2.4730611944197167,3.20957480347795,1.0571008040183614,Iris-versicolor
+14,5.3945309837886946,3.4064128497352058,1.5951541306327426,0.409318054080952,Iris-setosa
+15,5.303690486682617,3.773519847252337,1.763029236027073,0.20836349402945065,Iris-setosa
+16,7.899998353051362,3.798276841481973,6.408962821263461,1.9977383173573118,Iris-virginica
+17,4.879310214905299,3.0642010085838844,1.4700119700242498,0.10000009343625826,Iris-setosa
+18,5.821853981964047,2.6675868756284102,5.126855143091929,1.8913591825029297,Iris-virginica
+19,5.778107036350301,3.0,4.104872015069979,1.438786206400054,Iris-versicolor
+20,5.702259752637312,2.949850411338715,4.142841294264795,1.3116613869972187,Iris-versicolor
+21,7.705095890877756,2.615681126621372,6.899998459144332,2.2980755952289527,Iris-virginica
+22,6.695384236243343,3.2993764578605433,5.684510022191548,2.499999439027264,Iris-virginica
+23,6.651714626259339,3.3188654129418156,5.656873420191838,2.094046144949857,Iris-virginica
+24,6.57335423682206,3.0,5.870615471894265,2.244881961135785,Iris-virginica
+25,6.629834649109644,3.0,5.929357897291907,2.2462792941916647,Iris-virginica
+26,5.596027542176396,2.544780075069297,4.180438263550744,1.1608348353650497,Iris-versicolor
+27,7.9,3.8125899123096714,6.398399687114474,2.0018880954318696,Iris-virginica
+28,4.815043339890802,3.0,1.4154960517945354,0.10000009190898818,Iris-setosa
+29,6.6241259801569505,3.0,4.476730113610296,1.394050268929041,Iris-versicolor
+30,6.279272619002515,2.296373177177165,4.420599472955722,1.2815154966789573,Iris-versicolor
+31,5.993570767740446,2.6897026644741997,5.183393354328772,1.6085281360898307,Iris-versicolor
+32,5.37260506956511,3.772496712363944,1.4924183138044185,0.29669135209961217,Iris-setosa
+33,5.370330532983643,3.4040447237437483,1.5333433313060836,0.20039960271205096,Iris-setosa
+34,5.326737801972102,3.394516837232734,1.499819826390949,0.41474783123802333,Iris-setosa
+35,6.684183421321546,3.0,5.358344399475851,2.0637631733685753,Iris-virginica
+36,6.063506758707164,2.6236340210254445,5.594097703816798,1.427683778487545,Iris-virginica
+37,6.292765343495645,2.5374409286295814,4.924823017387603,1.5067719091688956,Iris-versicolor
+38,4.987397183103325,3.611996502703065,1.4021617149223498,0.21197952690431504,Iris-setosa
+39,5.258615502200204,3.615905378368372,1.4911116110071907,0.19829368709983336,Iris-setosa
+40,5.163970728704474,2.6906701677114984,3.895791353539945,1.4027371897905516,Iris-versicolor
+41,6.687696993452866,3.295521774954186,5.67829116520341,2.5,Iris-virginica
+42,5.685154964799326,2.540430066362303,4.019714647467355,1.0874410043321974,Iris-versicolor
+43,4.593088074124177,3.6069463788921077,1.0000004194620657,0.19630902946536177,Iris-setosa
+44,4.896226119457084,3.0616717550966337,1.4913373980575606,0.1,Iris-setosa
+45,5.459987237720318,2.3592259602075556,3.6501390153515962,0.8224676665528872,Iris-versicolor
+46,5.090820954823009,3.753996029773895,1.488678655618711,0.21146368404360413,Iris-setosa
+47,4.896721231995813,3.1138763565503367,1.538570883617999,0.1,Iris-setosa
+48,4.4,3.2243010123586973,1.2954827556588207,0.1993310554380276,Iris-setosa
+49,4.9837840532838005,2.0,3.31524723751812,0.9357198915069043,Iris-versicolor
+50,6.010641525474543,3.362357385349212,4.524650653426384,1.5942479072291935,Iris-versicolor
+51,5.658433206597363,2.8965177658999584,3.9339862207848757,1.3178620632754228,Iris-versicolor
+52,6.897087289366681,3.098582312156547,5.077823585444102,2.298757107212985,Iris-virginica
+53,5.917175577308732,2.731320784794675,4.60948407626621,1.1840517096547447,Iris-versicolor
+54,6.691617028077922,3.289691017523358,5.7114876808268695,2.49999961585141,Iris-virginica
+55,6.707135430057197,2.5022973116461817,5.8754658525828605,1.8163950095555985,Iris-virginica
+56,6.276824465555359,3.325811374232947,4.674595768011044,1.597737149378651,Iris-versicolor
+57,4.5790644246228,2.9968224658078,1.3971220120920418,0.10000017738021877,Iris-setosa
+58,5.123444227607468,3.8075449285071956,1.7340896622904636,0.19632488381245788,Iris-setosa
+59,6.403670440458502,2.9451727232022726,5.624584531971838,1.879519814332357,Iris-virginica
+60,6.115306966983848,3.373202520079387,4.524478257481188,1.5992739189199368,Iris-versicolor
+61,6.229283013220052,2.2800549950494555,4.54085492904173,1.441018373178352,Iris-versicolor
+62,6.95731128958812,3.073693245413934,5.0977722621079185,2.293118970052818,Iris-virginica
+63,5.006199703349278,3.5548743245042584,1.403667488197396,0.1979598024806134,Iris-setosa
+64,7.277351795592741,2.903778794552667,6.213636563471012,1.814262848421611,Iris-virginica
+65,5.999216421548132,2.7954095580947156,4.534395633866239,1.1570040920000018,Iris-versicolor
+66,6.702241512782625,3.1110241473630103,4.708978151704126,1.5017710180321473,Iris-versicolor
+67,7.9,3.8058521682825814,6.365924939041888,1.9747727246902305,Iris-virginica
+68,5.009841200365866,3.4068106713306125,1.6752766574093627,0.412221013675504,Iris-setosa
+69,6.158943226943089,2.8123634781897646,5.57755644821766,1.7031404553328757,Iris-virginica
+70,6.310524178353769,2.89698885283517,5.5994892204057205,1.8241270964717968,Iris-virginica
+71,6.017081444127643,2.2121735949197743,4.964922876876908,1.4770437941930523,Iris-virginica
+72,4.86158237419254,3.0,1.388348097990989,0.22062231948139516,Iris-setosa
+73,7.899998757071222,3.8071400009145213,6.424086703646334,1.9928822621900613,Iris-virginica
+74,5.932855902773033,2.8168994291830938,4.67780587141006,1.2526355484226122,Iris-versicolor
+75,6.313157324501808,3.372203369906964,5.578276462532151,2.40195741981663,Iris-virginica
+76,5.064066107598398,3.543522543203542,1.3699358261459529,0.21135095183209432,Iris-setosa
+77,6.412434718380748,2.9037076750276527,4.295166762134482,1.3012433656589824,Iris-versicolor
+78,5.98868994095585,2.6694003442790204,5.110495277257427,1.618858787872927,Iris-versicolor
+79,6.241919095684191,2.517810740287315,5.00192433846968,1.8967769837089188,Iris-virginica
+80,4.5063710966592305,2.2711535182354945,1.2946292817354328,0.2988236614670981,Iris-setosa
+81,6.690689293213438,3.0834489732000834,4.732470194865672,1.501284214478738,Iris-versicolor
+82,5.554617872578552,2.68642626981235,4.413121014394704,1.297641779802929,Iris-versicolor
+83,6.047451617865871,2.6752152539682443,5.095896124259941,1.5634897122440614,Iris-versicolor
+84,6.521959928513651,3.233074316191607,5.1525663202678675,2.0445429517328297,Iris-virginica
+85,4.9030065760466846,3.0,1.3904372741544146,0.19742839542784632,Iris-setosa
+86,5.995978994896842,2.2227988788813065,4.9791427260972165,1.4905148165050146,Iris-virginica
+87,5.0886253964362425,3.7694512685345694,1.5293903737349424,0.20174085218299223,Iris-setosa
+88,4.980440200281361,2.000000678775971,3.3771315078518964,0.9552460062644714,Iris-versicolor
+89,5.638738441623235,3.0,4.516607501497511,1.4909869542567784,Iris-versicolor
+90,5.415443539935146,3.9,1.2916146253629979,0.48119415546824085,Iris-setosa
+91,5.703952368309981,2.841172959224252,4.483120995062581,1.2812275629967025,Iris-versicolor
+92,5.071312594532102,3.7864028205120057,1.7514772607353737,0.2019545083837249,Iris-setosa
+93,5.109341734852568,3.72119806859871,1.5976621315151491,0.3547369550573086,Iris-setosa
+94,4.602034228992627,3.609694894930616,1.0,0.1944171203176,Iris-setosa
+95,6.721927244683159,3.311853695024608,5.732282560435334,2.4999990124632627,Iris-virginica
+96,5.000135163958498,3.3954911898982623,1.6010025639926686,0.44203037242750853,Iris-setosa
+97,6.035067592279977,2.207069001525057,5.000294107775049,1.4960807511496006,Iris-virginica
+98,5.406514954559382,3.3823914365659853,1.5048464149098992,0.19447716838795753,Iris-setosa
+99,6.621174992652334,3.068645798091734,5.9656079848068435,2.274602161937216,Iris-virginica
+100,6.678934612342915,3.1087283412789724,4.679832244008401,1.482015024370556,Iris-versicolor
+101,5.6306493053574975,2.883053158187367,3.7180141185873543,1.2774008840499003,Iris-versicolor
+102,5.068612667650809,2.571994670267165,3.626585785324139,1.3417454805955074,Iris-versicolor
+103,6.105696726451589,2.603524905672108,5.610957904969464,1.399262875151319,Iris-virginica
+104,5.61011861014626,2.551663264223596,3.873801216346434,1.1085333285146,Iris-versicolor
+105,4.961723823688688,3.3877483115571008,1.5569016199517833,0.36185569249871624,Iris-setosa
+106,5.91361652067129,3.0,4.234323373594308,1.4871011975924782,Iris-versicolor
+107,5.617211932773932,2.93891942572023,3.7887600017101573,1.3061344560447552,Iris-versicolor
+108,7.061566333906219,2.6478371719584834,6.242556089104152,1.8399061175968088,Iris-virginica
+109,6.814905853373646,2.7683671856523424,4.821156362114559,1.4033450008835737,Iris-versicolor
+110,7.707602283554678,2.5869725186401324,6.9,2.2799973349547202,Iris-virginica
+111,6.8058156018166525,2.803721044171111,4.844339159561367,1.4047792601003017,Iris-versicolor
+112,5.926762421298828,2.905038963361758,4.493198835580355,1.315865472686649,Iris-versicolor
+113,7.8999989723637185,3.7892154301596794,6.407710161103744,2.0081325675139707,Iris-virginica
+114,4.578806030465041,3.630386972120829,1.0,0.2029999175608874,Iris-setosa
+115,7.6994361169775285,2.605140984077772,6.9,2.30964638192213,Iris-virginica
+116,5.39242590207823,3.899999538285855,1.2889118490759892,0.46639190164155075,Iris-setosa
+117,7.393780610532907,2.8407791671471236,6.40782300081052,1.834385372688389,Iris-virginica
+118,6.764251921744062,3.0,5.603084150604644,2.0372809409310353,Iris-virginica
+119,7.9,3.813862634700352,6.380394304955139,2.014595938649791,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/11/test.csv b/iris/tab_ddpm/3_3/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/11/train.csv b/iris/tab_ddpm/3_3/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/11/val.csv b/iris/tab_ddpm/3_3/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/12/synth.csv b/iris/tab_ddpm/3_3/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7a59edf1e6566a5b55ca02c1ca4ecbff2e53e2eb
--- /dev/null
+++ b/iris/tab_ddpm/3_3/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.576982725366215,3.1735882233763713,5.182363181581731,2.0335322696506943,Iris-virginica
+1,5.982304474516571,2.956597147764387,4.331897859269549,1.3941630313735318,Iris-versicolor
+2,5.358540753823813,3.9,1.26752533498173,0.3797384819904762,Iris-setosa
+3,5.389033494649174,3.4078658160230084,1.576701800195223,0.40522155663466897,Iris-setosa
+4,6.91104243587975,3.122151739113024,5.081687647783867,2.302234904772836,Iris-virginica
+5,5.738094210431186,2.79313894312015,4.521336892025729,1.2483512084215032,Iris-versicolor
+6,5.889400908149656,3.0,4.235037908956733,1.5077795124596407,Iris-versicolor
+7,6.06140686064534,2.7893694109292126,4.265839462438833,1.0886699972817773,Iris-versicolor
+8,6.429416468806362,3.089882473933608,5.141523608216862,1.9351584876062597,Iris-virginica
+9,4.901766519431044,3.0762549230422147,1.4853696740986113,0.1,Iris-setosa
+10,4.920852305477904,3.35582781830978,1.4884253218041554,0.2106896967438641,Iris-setosa
+11,5.083509823931747,3.4969488239398583,1.395121537736483,0.2905790757105746,Iris-setosa
+12,7.726716284612875,2.868044681685635,6.724497051064063,2.037289907862981,Iris-virginica
+13,6.309031186882326,2.311735135742113,4.424229882523926,1.321872447422483,Iris-versicolor
+14,5.6437357672907975,2.9314368286398627,4.0766902122072315,1.2999533976625124,Iris-versicolor
+15,5.614240845940353,2.5235072441017206,3.840590524876503,0.9911144961263598,Iris-versicolor
+16,6.172483096596473,3.0167667402201803,4.659857606817216,1.4374509899292762,Iris-versicolor
+17,4.789398796057808,3.0,1.3955352841498234,0.30649057116718537,Iris-setosa
+18,5.174164931880689,3.7445611059098622,1.537922312800136,0.19374546977721901,Iris-setosa
+19,5.184974659752395,3.764772969270543,1.5224302299865153,0.2174901672518393,Iris-setosa
+20,7.401673621329426,3.0,6.402471738475076,2.1010009864233754,Iris-virginica
+21,6.097440108884565,3.0,4.6023339510105465,1.4207300157113012,Iris-versicolor
+22,6.2753790955445625,2.4187959615756585,5.018798198571411,1.8430930994664028,Iris-virginica
+23,4.825004644431713,3.0,1.4032909266135833,0.10000009254517432,Iris-setosa
+24,5.744562936700708,2.8644187887158936,4.526298145806775,1.358346399349588,Iris-versicolor
+25,4.862787857119723,3.002626933524494,1.4291077187118233,0.10000013522799844,Iris-setosa
+26,4.562781795131799,3.4003260860649664,1.3710962482833713,0.29884834647493186,Iris-setosa
+27,6.135110535510604,2.8110177024698255,4.684381750944905,1.2119542942318196,Iris-versicolor
+28,4.400000500365073,3.2129495484560864,1.2898616996097512,0.20123665183758313,Iris-setosa
+29,5.70887955295027,2.7404912409528666,4.477804441345972,1.2599677933389548,Iris-versicolor
+30,7.7031099267168885,2.643667001293213,6.8999981114188556,2.294038650759102,Iris-virginica
+31,6.673049559207567,2.509770543635406,5.814778292656105,1.7973514729213251,Iris-virginica
+32,5.600706079177969,3.0,4.092807331011092,1.3057944221991258,Iris-versicolor
+33,4.871044779845389,3.015318260051088,1.398760649178827,0.31566058625038335,Iris-setosa
+34,5.116887628730182,3.492153697475732,1.3942826245675684,0.20251838978291317,Iris-setosa
+35,5.402215625895147,3.380272549167505,1.8201792688299703,0.19686371594775354,Iris-setosa
+36,6.638837172681711,3.289803775758765,5.614005369358082,2.0546596053578683,Iris-virginica
+37,6.395548578436453,2.8492407670641864,4.2702785953509785,1.2410063330548444,Iris-versicolor
+38,6.5980470875687,3.265740333451193,5.730676790356115,2.1309914121114413,Iris-virginica
+39,5.127237715655385,3.4819223996494335,1.389292498890057,0.19911933149671635,Iris-setosa
+40,6.245090386996953,2.3601440211941194,4.736997652190403,1.5051925531893178,Iris-versicolor
+41,5.377983823932261,3.3952502255007815,1.6670966319221199,0.4121915632448746,Iris-setosa
+42,5.619577941600647,3.0,4.118837021489622,1.309027583948918,Iris-versicolor
+43,5.263150069867732,2.674277661464121,3.9392176725619548,1.3476793095234336,Iris-versicolor
+44,6.397671265594264,2.889650865467898,4.261090356949335,1.3125142010704476,Iris-versicolor
+45,4.932304116588928,2.421477681341763,2.8374576966783707,1.0269427658807448,Iris-versicolor
+46,6.395987691274384,2.9797998347722574,4.35443719809253,1.3756976351127885,Iris-versicolor
+47,5.22274787667489,2.433830648271562,3.5430914827090843,0.9997235790856573,Iris-versicolor
+48,5.6566506660933085,2.7676874888348046,4.534051940007299,1.2569231582560003,Iris-versicolor
+49,5.074672372248673,3.805755516802584,1.5608277023385142,0.2005914982822238,Iris-setosa
+50,5.552032956983565,2.5863304967212146,3.7719035224936825,1.0865323703185583,Iris-versicolor
+51,4.879537599195796,3.0,1.3714215230172115,0.20400768704937217,Iris-setosa
+52,7.678497100505819,2.6004403703021426,6.899998766979412,2.2958523327166205,Iris-virginica
+53,4.779117965223808,3.385968666063105,1.624846125225488,0.19471162482325416,Iris-setosa
+54,6.0670267874419785,2.6018053447748093,5.6089359102438445,1.392195466304933,Iris-virginica
+55,6.713079396987509,3.1020509531667098,4.726475433654231,1.4945815756335834,Iris-versicolor
+56,7.711049947365084,2.599027938836721,6.899998907310643,2.280716801939939,Iris-virginica
+57,6.450722119230696,2.9715457293628442,4.33339400760442,1.3308559542805911,Iris-versicolor
+58,6.293357287811173,3.4112461645582566,5.60960847123868,2.3979370633385315,Iris-virginica
+59,7.695256834313205,2.581850336894317,6.9,2.28750507525234,Iris-virginica
+60,4.910800326312776,3.103128133532516,1.4977194602951487,0.1,Iris-setosa
+61,5.276561534234576,2.5139901587197184,3.48991838861026,1.0970448706648372,Iris-versicolor
+62,6.2656406886284985,2.826663985681482,4.283742050016539,1.1956981284695816,Iris-versicolor
+63,5.0057658925679815,2.000000742007128,3.5324352805383614,0.9972868466834921,Iris-versicolor
+64,5.1666624425867385,3.724122615998858,1.558789905195355,0.20045090704142224,Iris-setosa
+65,5.308805110971297,3.6034126891248364,1.4921149452151286,0.19982557218809627,Iris-setosa
+66,6.2459544164039045,2.403394336996972,4.809818896656444,1.4818338187758284,Iris-versicolor
+67,5.04743309503429,3.5660258411954926,1.3951362147755526,0.20348855397709337,Iris-setosa
+68,5.008476380387538,2.0,3.60812994437341,0.9463321639309807,Iris-versicolor
+69,5.6892393949282445,3.0,4.541223776823906,1.5109698732982342,Iris-versicolor
+70,6.656312441649369,3.0,4.5539631048000215,1.4548884222060208,Iris-versicolor
+71,5.35000849264666,3.899999633494945,1.293273589522009,0.5300450542636153,Iris-setosa
+72,5.651748629975797,3.792055469815279,1.5282364761620701,0.29634830355437347,Iris-setosa
+73,5.01350314605514,2.000000963605383,3.502231399952664,1.0399806063325638,Iris-versicolor
+74,5.1634905489536385,3.4648790855007503,1.4013425330453844,0.2576482662682848,Iris-setosa
+75,5.967771498192317,2.874421597214494,4.6258402319662375,1.3000237182976657,Iris-versicolor
+76,4.987147397096344,2.000000657201162,3.360683216786255,1.0154506555498062,Iris-versicolor
+77,7.7190675988415025,2.611867537811728,6.899998972933018,2.308941253970839,Iris-virginica
+78,6.7960822545826325,3.0,5.4635962597667005,2.0964646094384323,Iris-virginica
+79,5.577968743978806,2.973611803529481,3.8659619932672955,1.2967557674491692,Iris-versicolor
+80,6.805956795896368,2.8122163081197544,4.821786980788844,1.4049757256784683,Iris-versicolor
+81,6.242768646741243,2.217095413405586,4.473873442069735,1.4795763878316672,Iris-versicolor
+82,4.912436019140827,2.406204923320934,3.2156334567318883,1.0239696058451433,Iris-versicolor
+83,5.532021524193269,2.484437676480381,3.9667476117777314,1.0616688379411356,Iris-versicolor
+84,4.8657050924697005,3.0,1.4105667732887808,0.3424959636788788,Iris-setosa
+85,4.7893205785829505,3.0,1.3813130747221185,0.1,Iris-setosa
+86,6.27651161767408,3.2875233976531004,4.684723982922139,1.5606720434942503,Iris-versicolor
+87,6.292538008150792,2.3043022055997464,4.359410509042956,1.2723109664955188,Iris-versicolor
+88,5.131053590213351,3.490833556712538,1.3883787979969304,0.2793482511972242,Iris-setosa
+89,6.75495934608551,3.0,5.608561614024972,2.090047051884368,Iris-virginica
+90,6.558851946374233,3.1747606473452095,5.088441564849633,2.0447653873336087,Iris-virginica
+91,5.621618437800201,3.0,4.471816398974589,1.5028000861257647,Iris-versicolor
+92,5.583826378426251,2.693931018552985,4.48459184066413,1.252254428619257,Iris-versicolor
+93,5.046245615078822,2.4912737552332915,2.9095411457374327,1.100342329171528,Iris-versicolor
+94,7.729327519922202,2.808160212294217,6.722017520727068,2.0015930728179723,Iris-virginica
+95,6.861639756091581,3.099069951033882,5.113299274080997,2.2888968416368827,Iris-virginica
+96,6.69976877435152,3.1381283428736904,4.696709251963718,1.5132132150696036,Iris-versicolor
+97,6.325457152782911,3.3670638878603993,5.623594231097483,2.393802481418776,Iris-virginica
+98,4.492022286924904,2.2867912248128905,1.289923528699282,0.2961716379983784,Iris-setosa
+99,5.930969365653085,2.168612245282097,4.901915343494428,1.4737563836990908,Iris-virginica
+100,7.315805436456558,3.0,6.342598169178811,2.1307759249269527,Iris-virginica
+101,4.40000068768263,3.0867800645575802,1.3184265921186036,0.2002189371943476,Iris-setosa
+102,6.324356232730092,3.344689390325257,5.642089917262709,2.3928337916653657,Iris-virginica
+103,5.248166303089805,3.7359993360787285,1.5292420920457166,0.20210462698685708,Iris-setosa
+104,5.496364743256876,2.524728671625137,4.01128063997383,1.1441630838686196,Iris-versicolor
+105,4.840642202561168,3.0,1.4137598813253691,0.1,Iris-setosa
+106,6.831543282881688,3.0,5.3353749729033435,2.1920512533563943,Iris-virginica
+107,5.669007241597759,2.981716957611079,4.127068614728699,1.3141539840449943,Iris-versicolor
+108,7.707478538514629,2.8351484610895503,6.704717784313486,2.0120295451451375,Iris-virginica
+109,5.023881199460495,2.0000004889565846,3.453747666647498,0.9643525321275963,Iris-versicolor
+110,6.681263102476426,3.284817287628665,5.682225799960273,2.499999637983124,Iris-virginica
+111,5.111364571344259,3.5103861258413755,1.4003718657089883,0.20456483701699296,Iris-setosa
+112,6.478908489040335,3.0,5.850797585216851,2.2369777835806124,Iris-virginica
+113,4.817868481079573,3.391045749382524,1.5065288180062144,0.19342430974799596,Iris-setosa
+114,4.504606305648702,2.34731819950935,1.3202429433677478,0.28952336567503906,Iris-setosa
+115,5.085981327089607,3.7750555886903223,1.4842150651426111,0.19850274341101184,Iris-setosa
+116,7.708619891746649,2.5745445315377307,6.9,2.2876740733235916,Iris-virginica
+117,6.722583822836522,2.5187325368031366,5.88274949611022,1.8029168497724881,Iris-virginica
+118,5.877731642196275,2.703623041000558,4.547796316216777,1.1681261660744433,Iris-versicolor
+119,6.4867307166902535,3.231099462070132,4.7293668009845495,1.5578262703741426,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/12/test.csv b/iris/tab_ddpm/3_3/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/12/train.csv b/iris/tab_ddpm/3_3/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/12/val.csv b/iris/tab_ddpm/3_3/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/13/synth.csv b/iris/tab_ddpm/3_3/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bafd418b7ec592654a443ca81b5fb56f9e040408
--- /dev/null
+++ b/iris/tab_ddpm/3_3/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.266062401798426,2.4186281127519162,4.953084115816028,1.851452269367738,Iris-virginica
+1,5.608606713976119,3.0,4.085496688830601,1.2687704060890086,Iris-versicolor
+2,4.896964459461221,3.029967660333852,1.4756641071030923,0.1000001030896421,Iris-setosa
+3,6.687343406829576,3.2931675433470144,5.699392788709257,2.4999992462694074,Iris-virginica
+4,7.7056510628070365,2.5647216961049413,6.9,2.3287454511932064,Iris-virginica
+5,5.010362608933429,2.0000006418401557,3.472628077792054,0.9566064389406237,Iris-versicolor
+6,5.580068597437529,3.0,3.975180240524607,1.294155123337855,Iris-versicolor
+7,5.152269511954123,3.498539766177171,1.4021822321176103,0.2987156698543595,Iris-setosa
+8,4.504628769539061,2.273912654190469,1.2788134621617842,0.2879317510585204,Iris-setosa
+9,6.0325238565515145,2.2182357662666923,5.0462771111576465,1.491057970102611,Iris-virginica
+10,7.8999988412487125,3.7977278025140415,6.388148407048508,1.973234732492421,Iris-virginica
+11,4.8162261313158625,3.0,1.4008150865843578,0.10000009672098176,Iris-setosa
+12,6.579490103670587,3.0724901631369668,5.546583022697965,1.9243637282181048,Iris-virginica
+13,5.293789925308218,3.7016022525295935,1.4981518638616826,0.2013509736326859,Iris-setosa
+14,6.3311504441361866,2.403273158547568,4.407740275902156,1.2894583670745043,Iris-versicolor
+15,6.085526000563071,2.790181196880741,4.697488648376625,1.1794841465252255,Iris-versicolor
+16,6.2565528412416915,2.905600617420413,5.578941870670535,1.806893997776568,Iris-virginica
+17,5.868276545003342,3.0,5.0499212459889025,1.7764590999942478,Iris-virginica
+18,4.400000449295524,3.2046875702600146,1.2883835780622972,0.19856318346885304,Iris-setosa
+19,7.705076270722784,2.6045797363899537,6.89999868662877,2.282321431126562,Iris-virginica
+20,6.914637249943561,3.2014171120973507,5.651944999650781,2.2858130863945627,Iris-virginica
+21,5.164801397021368,3.4731083462971446,1.386333493225995,0.199777086358082,Iris-setosa
+22,4.801802890146508,3.0,1.40123405988222,0.10000009202991772,Iris-setosa
+23,6.6776636586537705,3.139088247988946,4.727435769382181,1.5015556740202634,Iris-versicolor
+24,6.326738826808976,2.3498562337174915,4.460587800017241,1.355523900343904,Iris-versicolor
+25,5.303104416699143,3.4029756389311405,1.49966402104718,0.4289023345893791,Iris-setosa
+26,6.886070338388218,3.1669691973255962,5.61007906846959,2.2933562580572247,Iris-virginica
+27,5.001793847124461,2.0,3.2056713039769402,1.0431522459438605,Iris-versicolor
+28,5.917084587057017,3.0,5.069451151825054,1.8140477379968212,Iris-virginica
+29,7.737756306633413,2.591835258776536,6.899998952645879,2.305108694986196,Iris-virginica
+30,6.79739584032834,3.03590772564565,5.221782435036448,2.2674001950690554,Iris-virginica
+31,5.132615145763414,3.6733105297179143,1.4423337675548913,0.403364053209908,Iris-setosa
+32,6.0328706263431,2.789695657099344,4.967860841999951,1.5928241123912252,Iris-versicolor
+33,7.9,3.803936595577947,6.393273599385008,1.9866974893090492,Iris-virginica
+34,6.492640644682742,3.2319563959408084,5.197881263886627,2.0105560226602126,Iris-virginica
+35,4.76787911048571,3.0,1.3876558289382144,0.2957505093806299,Iris-setosa
+36,4.9068437282809185,3.1160745151399407,1.516148276821966,0.1,Iris-setosa
+37,6.310896798497338,2.932970161882849,5.558542936611697,1.72111244659454,Iris-virginica
+38,6.142102749961355,3.350527466456786,4.593260866402584,1.6228381499456412,Iris-versicolor
+39,5.894239739745912,3.0,5.1162942551227655,1.787317411669918,Iris-virginica
+40,4.818589385466873,3.0,1.3899468255166263,0.29108810818869213,Iris-setosa
+41,5.17913349860445,3.757328486228706,1.505493654918165,0.20512563315826204,Iris-setosa
+42,4.898397197827612,3.0,1.4031448765649854,0.20134512828830645,Iris-setosa
+43,6.292379079995121,2.8680233679275964,5.62866069807495,1.7715156658823001,Iris-virginica
+44,4.48988466437101,2.2990416523359176,1.278570801080091,0.3257616424453078,Iris-setosa
+45,4.40000062913113,3.1758001668790294,1.296894751260373,0.2040962557626599,Iris-setosa
+46,6.139797736204747,2.608042161025394,5.619113120485555,1.4155770813314708,Iris-virginica
+47,5.197135102201773,3.4066015387857407,1.3878809339827431,0.2002698911513781,Iris-setosa
+48,7.7092846834099955,2.6067043052720535,6.9,2.298474985174357,Iris-virginica
+49,4.6240544118074105,3.410535615024092,1.408528582551858,0.27631824454426623,Iris-setosa
+50,5.3975967524469395,3.9,1.299222075716489,0.5130346877499038,Iris-setosa
+51,6.490672033770471,3.208428865703481,5.104896828816779,1.9851691916500471,Iris-virginica
+52,4.966884001069038,2.0,3.5018742452540472,0.9633907675572337,Iris-versicolor
+53,5.278670555916793,3.721088546149076,1.728618093134139,0.20359161387017405,Iris-setosa
+54,6.689669170625785,3.0,5.57112819986604,2.0016555739678146,Iris-virginica
+55,6.331808112044774,3.408967614474161,5.591030158796004,2.3997097745319325,Iris-virginica
+56,5.797899234443107,2.914276011173674,4.311350377108049,1.329940874480334,Iris-versicolor
+57,7.677359669112763,2.5786986633527,6.9,2.2987002440768167,Iris-virginica
+58,6.598138293900591,3.1672028429418067,5.350006518559977,1.99094584415931,Iris-virginica
+59,4.838020521672501,3.0,1.4040089035053973,0.2896526770846045,Iris-setosa
+60,5.799281673836729,2.6730486785577865,5.089459988925277,1.8988755001294682,Iris-virginica
+61,7.706833954788712,2.6163477682709995,6.9,2.2983749849261685,Iris-virginica
+62,6.797836006452124,3.0,5.538759531550743,2.0823761237908927,Iris-virginica
+63,5.089274108468737,3.790724029786127,1.6652177416188105,0.19869536750234534,Iris-setosa
+64,7.691409212447306,2.7709161198232546,6.699469908209087,1.9844383516510384,Iris-virginica
+65,5.156968109810449,3.7753981559748744,1.6028006960250463,0.20132277555389838,Iris-setosa
+66,6.829247122779881,3.1823869362753285,5.80018031661721,2.311041130480085,Iris-virginica
+67,4.4,2.9009285011828547,1.3884658371208363,0.18922393449932312,Iris-setosa
+68,5.433681243284718,3.9,1.3201840873458084,0.5515170325324332,Iris-setosa
+69,5.595790617300709,2.73266490248806,4.278952502440891,1.2341513581928658,Iris-versicolor
+70,4.5013312349725005,2.330287863726216,1.2976794665154119,0.35782536912727836,Iris-setosa
+71,5.991536340478892,2.20290039060618,4.979557241767411,1.501426913235149,Iris-virginica
+72,5.112177354781911,3.4900043637298497,1.4035681409143441,0.1974597027446715,Iris-setosa
+73,5.991674335610961,2.9805394309567923,4.535531975035256,1.34561231758238,Iris-versicolor
+74,4.8045100003401995,3.0,1.4092079782167175,0.10000012031843668,Iris-setosa
+75,7.9,3.815662140488773,6.320686749696744,1.9931354821858112,Iris-virginica
+76,4.577741142032917,3.3926897856541625,1.383859368645107,0.3550404798927377,Iris-setosa
+77,4.523919975351467,2.4400725534638403,1.3173388824805916,0.4065639985663007,Iris-setosa
+78,6.307146688495644,2.4787441478341457,4.9565959646153015,1.5006373015050332,Iris-versicolor
+79,6.322593919035295,3.416477242622913,5.600614936574697,2.392471116168177,Iris-virginica
+80,6.155787744791801,2.613914922314855,5.586701087552446,1.4442862303974662,Iris-virginica
+81,5.37133760321371,3.4006010142514107,1.6449152161359375,0.19957632147275275,Iris-setosa
+82,4.498203945433949,2.316655664370055,1.2879280608393937,0.29668311969524586,Iris-setosa
+83,4.973017447292235,2.4177835234305975,3.460386880527313,1.063079918960803,Iris-versicolor
+84,6.69943019926155,3.2942133209680255,5.689144883892189,2.4999994665632763,Iris-virginica
+85,6.881483896838433,3.0659941466873186,5.1851385904634935,2.2885795301544762,Iris-virginica
+86,5.39766463263853,3.9,1.3145216590755389,0.3235421686788874,Iris-setosa
+87,7.226930078693577,2.9106799845980276,6.256023797070325,1.7834404681832652,Iris-virginica
+88,6.713551768400296,3.0180120528719945,5.749326102036889,2.2449477660186044,Iris-virginica
+89,6.857528517327199,3.167052945390366,5.756012632115973,2.2834487589092114,Iris-virginica
+90,6.076785036252714,2.803081949315155,4.712839799240632,1.2006584732601406,Iris-versicolor
+91,6.304089315246628,2.4951020952980594,5.09383809586871,1.880410666753865,Iris-virginica
+92,7.667734869957691,2.613659571750967,6.899998660556983,2.288187613812843,Iris-virginica
+93,7.735613017013002,2.6170821542370653,6.9,2.2904901662378268,Iris-virginica
+94,5.872261422820674,2.8194262108877375,4.327014270651917,1.1672423941854229,Iris-versicolor
+95,7.7188227500045095,2.5986515965322985,6.9,2.307811519761242,Iris-virginica
+96,7.7321663384173975,2.6070282868035437,6.9,2.3222324448851968,Iris-virginica
+97,7.252821466681219,3.0384874142553726,6.229996892260714,2.183633060542304,Iris-virginica
+98,4.921262326619235,2.417109926135094,3.0949367204362117,1.0238915954712433,Iris-versicolor
+99,7.737816226256765,2.6305327218170875,6.9,2.2944564071119746,Iris-virginica
+100,6.30621885437466,3.408307188893278,5.6199848090673,2.396439230744479,Iris-virginica
+101,6.027412723949842,3.3897133674727957,4.54559016196839,1.5872781602045642,Iris-versicolor
+102,7.552918053790529,3.0,6.516476626682238,2.1142379797441078,Iris-virginica
+103,5.97850491515386,3.403049509561914,4.486231658650864,1.5958627375144343,Iris-versicolor
+104,7.649042512562054,2.999345811740342,6.625080444462966,2.0700418709748907,Iris-virginica
+105,4.8030013790946855,3.0,1.3958605736082441,0.31606364270730136,Iris-setosa
+106,6.923213323964468,3.1636196347030707,5.688915420600942,2.2700132682317986,Iris-virginica
+107,5.141381830563448,2.494882391991008,3.2696174853682436,1.1217527972737014,Iris-versicolor
+108,7.9,3.7801923807516613,6.461729414614939,2.0006876110537246,Iris-virginica
+109,6.016859543774669,2.9414863113428744,4.37075812058857,1.512980659211752,Iris-versicolor
+110,6.503853070250358,3.0,5.911787997464395,2.2392821712617788,Iris-virginica
+111,6.910706148805741,3.058871498189186,5.263806789814023,2.26688656480006,Iris-virginica
+112,5.624050837502504,2.9487901125786964,3.716916475196255,1.313701615915859,Iris-versicolor
+113,5.733418968414676,2.766401532590855,3.9474367865009494,1.0466506513086726,Iris-versicolor
+114,5.807630828908015,2.8866349855656246,4.550638673343177,1.312336395813832,Iris-versicolor
+115,5.1098168509539095,3.499306977351796,1.4003003782895354,0.29896393826438716,Iris-setosa
+116,5.457980516005791,3.402539285976222,2.016883905260545,0.1999851107275587,Iris-setosa
+117,7.689204276140561,2.5984326632271086,6.9,2.2738099774308718,Iris-virginica
+118,5.9801693403779845,2.817047109820722,4.786783009347709,1.5299293279558763,Iris-versicolor
+119,6.536702925855845,3.0,5.51671096301023,1.7990938692473495,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/13/test.csv b/iris/tab_ddpm/3_3/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/13/train.csv b/iris/tab_ddpm/3_3/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/13/val.csv b/iris/tab_ddpm/3_3/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/14/synth.csv b/iris/tab_ddpm/3_3/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4c7364a34272b30b002db1b9baed506f36267bae
--- /dev/null
+++ b/iris/tab_ddpm/3_3/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.515043779638059,2.4185102179397586,3.7194680763013674,1.0121284048885484,Iris-versicolor
+1,6.373826133964081,2.89656390672566,4.303225508970308,1.2726738592355646,Iris-versicolor
+2,5.889765730538661,2.779477798845397,4.602385123753807,1.2053205948672496,Iris-versicolor
+3,4.98267638868925,2.0,3.1607814550145124,0.9732467974863175,Iris-versicolor
+4,5.568898364990261,2.8721813424436804,3.4544845003991353,1.307572499957972,Iris-versicolor
+5,4.607445270125422,3.618476951050562,1.0,0.20007801321334429,Iris-setosa
+6,6.514993234161834,3.0,5.50697224378113,1.8311235351470818,Iris-virginica
+7,6.166970851314462,2.6242265198316446,5.6001305217243,1.4376443137294765,Iris-virginica
+8,4.867955311232717,3.0,1.4007572156853432,0.19838534272676822,Iris-setosa
+9,5.143220691690835,3.463609526961267,1.3923954557339733,0.20198929885038375,Iris-setosa
+10,5.703658901450743,2.7696362009985007,4.512336800165337,1.2893704520093054,Iris-versicolor
+11,6.776738294202541,3.0,5.548953263911204,2.0112073720845682,Iris-virginica
+12,5.682183754586897,2.936960598953496,4.1798084264324835,1.2880360576089354,Iris-versicolor
+13,5.396808752201248,3.404936753778543,1.6853221753105556,0.20124411371138357,Iris-setosa
+14,5.016700841417257,2.000000910626617,3.5529030899478204,0.9366859570360349,Iris-versicolor
+15,4.4,2.880277360873174,1.3996829075621475,0.18959554465215422,Iris-setosa
+16,7.374158991088261,2.9090119355029684,6.3597975978005685,1.8035744680028354,Iris-virginica
+17,5.646272424648712,3.0059347618491374,4.132693510355034,1.339146863965952,Iris-versicolor
+18,6.803920326788697,3.1071840203580483,5.074818156238705,2.243966959121212,Iris-virginica
+19,7.9,3.811213725139504,6.459200315064271,1.9858548505183302,Iris-virginica
+20,6.706051629685508,3.3082171822721795,5.698884174609104,2.103538828796839,Iris-virginica
+21,4.924430725633386,2.4054077368662687,3.1038272796007327,1.0211507023267552,Iris-versicolor
+22,5.943510733285955,2.7060818820932417,4.415971531115605,1.151313530790734,Iris-versicolor
+23,6.7443150889564345,3.1124522104739154,4.741366048817589,1.5099609813596966,Iris-versicolor
+24,5.331197282554835,3.4547352153192046,1.655802838920954,0.40247691190172813,Iris-setosa
+25,6.29321753260584,2.319873134975259,4.443241753201604,1.3103648035832935,Iris-versicolor
+26,6.703973410518258,3.290374674325009,5.687163677645422,2.106339119283196,Iris-virginica
+27,5.971274945692772,2.755820477169857,4.981910004189215,1.5686809424533548,Iris-versicolor
+28,6.7966299208636825,3.1921211219852332,5.915320848841825,2.281679750929403,Iris-virginica
+29,6.10084981122464,2.813677774944938,4.721770951823538,1.1991737733839039,Iris-versicolor
+30,5.981734317756638,2.7949907313882236,4.825636145922495,1.5467931857976953,Iris-versicolor
+31,6.693904942094535,2.5055188786295792,5.794099657430238,1.8043125924891563,Iris-virginica
+32,6.270581824143455,2.4532623150258623,5.014500309539396,1.8403543064083412,Iris-virginica
+33,6.432669610181372,2.958232752649853,5.513460761935156,1.8131708615154825,Iris-virginica
+34,4.753567176069409,3.1643176784136573,1.406897006802732,0.2905443351200339,Iris-setosa
+35,6.311471815991226,2.286695352429655,4.3972734926339125,1.3056511019985868,Iris-versicolor
+36,6.320098808488987,3.2963350161599516,4.696305847628077,1.5929087493288336,Iris-versicolor
+37,6.794979004746734,2.8082513119624077,4.7950117685151215,1.4194005021562182,Iris-versicolor
+38,7.71132974349264,2.6028899677050825,6.9,2.3056394681368375,Iris-virginica
+39,6.810313099695698,3.100119100869492,5.135162969528814,2.327699061711127,Iris-virginica
+40,5.036419504739022,3.3210893553900456,1.4764224497817977,0.3312988005920899,Iris-setosa
+41,6.786542542514885,2.8560087745375977,5.946255794466288,1.7036138866484516,Iris-virginica
+42,5.1510987797882475,3.714695006717362,1.7425181965060865,0.20056015482643272,Iris-setosa
+43,6.585293604190291,2.4352251548019073,5.741684730831928,1.7564540508144335,Iris-virginica
+44,5.668881885469183,3.7900117160857256,1.719505165693607,0.2970366240450987,Iris-setosa
+45,5.519404769580265,2.5763823106694175,4.3590053870949355,1.1461113119225188,Iris-versicolor
+46,5.5262552717690605,2.6009583343429794,4.410347796393733,1.1829618713806915,Iris-versicolor
+47,7.076602271203659,3.0,5.81803866604554,2.079255417077801,Iris-virginica
+48,7.9,3.7954201430728807,6.43205033133016,1.9875574777772593,Iris-virginica
+49,5.000305005857342,2.0000007185207993,3.3867489335467886,1.0329112827859515,Iris-versicolor
+50,5.008751161658334,3.565787487686251,1.3960900069926132,0.20034011827200124,Iris-setosa
+51,5.331291748987306,3.9,1.282893071489268,0.4780422681391827,Iris-setosa
+52,5.039763907587235,2.473529396934917,3.4582409848664035,1.0390792931649213,Iris-versicolor
+53,6.082414597258636,2.79522541917471,4.290544650088805,1.1039409030056788,Iris-versicolor
+54,4.981037017662451,3.6212487903126047,1.4003914945107725,0.2064329112723817,Iris-setosa
+55,5.357703648637,3.9,1.323217977495941,0.4103904878586457,Iris-setosa
+56,5.7864509122574,2.7133075953188515,4.296694332918319,1.0452718150137283,Iris-versicolor
+57,7.6970728276474745,2.794838610007495,6.7048135293466595,2.0183182875352266,Iris-virginica
+58,5.124977834975248,3.4203409883160094,1.4032049544580758,0.1999648610708969,Iris-setosa
+59,4.400001007533097,3.0,1.387481085501468,0.20246631638264168,Iris-setosa
+60,6.942935445453966,2.838061544063469,6.059601966290297,1.7102247101034806,Iris-virginica
+61,7.710502573755415,2.599138960542065,6.899998791592537,2.306127158029321,Iris-virginica
+62,6.677441849143195,3.0736810783812465,4.653239088255626,1.4780595536506422,Iris-versicolor
+63,5.685805082465458,2.976706385391681,4.434173752683845,1.50144842627049,Iris-versicolor
+64,6.0630235215626564,3.393426977159348,4.49760828169325,1.627765452933571,Iris-versicolor
+65,5.710462397218481,2.6466168477274996,4.306550486582594,1.1082612072781919,Iris-versicolor
+66,6.335906149739335,2.9502588457293064,5.587537476015448,1.8650821379465319,Iris-virginica
+67,6.824467352981096,3.134420803268581,5.67759783631114,2.216259498795387,Iris-virginica
+68,5.558656809601842,2.4638909605511072,3.838954392197445,1.104540452461364,Iris-versicolor
+69,5.742891510628966,2.787733027056856,4.492374099960142,1.2935722874522513,Iris-versicolor
+70,7.6889161037919855,2.5941177301629303,6.8999990047409705,2.293344396654101,Iris-virginica
+71,5.575098656129215,2.413103061059995,3.8263403063798727,1.0712824096358138,Iris-versicolor
+72,4.967130463204692,2.0,3.3654536145625364,1.0225641799075373,Iris-versicolor
+73,6.040055299995207,2.8556635828730896,4.667115891603434,1.3064200366112912,Iris-versicolor
+74,7.7385108418851445,2.5920447511231655,6.899998683669644,2.314995670093733,Iris-virginica
+75,4.95081238028035,2.425939460883562,2.914046585835689,1.0352515570259317,Iris-versicolor
+76,4.483369963506477,2.248163585937117,1.3278094106058422,0.2846845166926731,Iris-setosa
+77,5.0195125241604615,3.5521264337430782,1.39554993340971,0.20317014124969274,Iris-setosa
+78,4.777382540318377,3.0,1.407476352312591,0.1,Iris-setosa
+79,6.829845949381072,3.1773957840102742,5.768505383821166,2.2838730456682286,Iris-virginica
+80,5.096685563900328,3.8126943019768857,1.6053713919979344,0.20847692386652936,Iris-setosa
+81,4.585998969990737,3.6030818873467707,1.0,0.20655314303333067,Iris-setosa
+82,5.631119261548344,2.867282750929086,3.7102523368783764,1.282957643213664,Iris-versicolor
+83,6.0532488969452105,3.0,5.198841651514919,1.8038917724782157,Iris-virginica
+84,5.125981042462966,3.78294222325035,1.7992839015988753,0.2046657679168996,Iris-setosa
+85,5.968224050759499,3.282877207710937,4.433453542282482,1.5669308100025452,Iris-versicolor
+86,5.978706889326003,2.699504069459255,5.016870724802818,1.5827752222445661,Iris-versicolor
+87,4.887062357799044,3.0,1.4066101754039613,0.1,Iris-setosa
+88,4.4,2.9053656789942734,1.4036763983538807,0.20646821139273577,Iris-setosa
+89,5.921659551844238,3.0,4.339930514714085,1.5221794567677456,Iris-versicolor
+90,6.0295314716035735,2.202606432410581,4.900440689608441,1.5044348970681385,Iris-virginica
+91,7.9,3.8193575922011727,6.433865460540081,1.9922991767700662,Iris-virginica
+92,5.556394868376556,2.545997186300311,4.10269241254391,1.1591242037670806,Iris-versicolor
+93,4.5831022126025305,3.6145325069647054,1.0,0.1960642599543388,Iris-setosa
+94,5.99535245035729,3.0,4.4450776008317465,1.5012761587533343,Iris-versicolor
+95,5.067299581033906,3.4254901326458422,1.9404719927774046,0.38513237213878154,Iris-setosa
+96,6.219183542773192,2.167742173013587,4.499246262726357,1.493621528730442,Iris-versicolor
+97,5.9779086364497465,3.0,5.111163582730796,1.832213711722546,Iris-virginica
+98,5.871910140161645,2.783538570666323,4.672795695966556,1.254767946025283,Iris-versicolor
+99,7.713618937465661,2.579689571614016,6.9,2.2912864034417186,Iris-virginica
+100,4.907799818567211,3.123421760113725,1.7210559927543363,0.1,Iris-setosa
+101,5.218402089400945,3.736626495660752,1.6681574222936728,0.2993101210072414,Iris-setosa
+102,5.18286347459342,3.3781866755598746,1.4009655761232072,0.19580037150171176,Iris-setosa
+103,5.903895641709902,3.1335711410882436,4.448535912906414,1.4940421600146598,Iris-versicolor
+104,6.690186882763751,3.297768656293045,5.6706748889902165,2.5,Iris-virginica
+105,6.7785261816374085,3.0,5.523641164069802,2.1108704590209864,Iris-virginica
+106,4.400000468022123,2.871363674347201,1.3491435973890396,0.19815538274462008,Iris-setosa
+107,5.00417873995918,3.607554639672095,1.3919280052516112,0.19870527540052701,Iris-setosa
+108,5.268024513107936,2.6476429813061153,3.829957180087963,1.358931824715946,Iris-versicolor
+109,6.0203945204803935,3.360694285776433,4.537711687965974,1.6041507995975175,Iris-versicolor
+110,5.747240110602783,2.886859720536379,4.071484295756576,1.2428241902172423,Iris-versicolor
+111,7.671772408643459,2.876499257496061,6.714919082393972,2.0332915552339172,Iris-virginica
+112,6.870444995160928,3.0,5.5720268359866445,2.09751599660175,Iris-virginica
+113,4.676999524168474,3.4206180733508287,1.4232800398596759,0.27686031933401145,Iris-setosa
+114,5.008990786578214,3.596926677607997,1.3907381743261187,0.20593670701378775,Iris-setosa
+115,4.989077840290554,2.4788485556459525,3.2122737906153533,1.114394209590291,Iris-versicolor
+116,4.743790968747886,3.395856202089013,1.4522681539813538,0.28531136333472984,Iris-setosa
+117,5.31250827028829,3.9,1.2627571150442867,0.45162713863876724,Iris-setosa
+118,7.71406536796227,2.586219851392361,6.899998876323936,2.3134702467678565,Iris-virginica
+119,6.8016784363517875,3.0,5.2295962023381435,2.249988056343392,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/14/test.csv b/iris/tab_ddpm/3_3/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/14/train.csv b/iris/tab_ddpm/3_3/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/14/val.csv b/iris/tab_ddpm/3_3/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/15/synth.csv b/iris/tab_ddpm/3_3/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4d401445c9fdbb5e31cd928ffd3494c0d4eb448a
--- /dev/null
+++ b/iris/tab_ddpm/3_3/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.653851397361551,2.7247804315842297,4.498138296334412,1.269273728113987,Iris-versicolor
+1,5.682149712033891,2.8777259050309856,4.034096246192407,1.2896161010169571,Iris-versicolor
+2,5.804950782918078,2.881284261731799,4.482877607920793,1.3169598154961486,Iris-versicolor
+3,4.997744861246717,2.0,3.568395384939342,0.9160502268308337,Iris-versicolor
+4,4.4,2.8584130728081196,1.3799351572273193,0.19912286320138134,Iris-setosa
+5,5.611838068685746,2.727666982701945,4.482946112929676,1.2852278321160682,Iris-versicolor
+6,5.95754381063076,2.9794806946193075,4.483859238453065,1.5036323536115679,Iris-versicolor
+7,6.153675574879036,2.194503690407545,4.470531182771403,1.5011597066794717,Iris-versicolor
+8,6.862407238222527,3.083209376162363,5.1658893004244515,2.2681237711812923,Iris-virginica
+9,7.69983793452488,2.5871561795300777,6.9,2.298730433806228,Iris-virginica
+10,5.648087044380644,3.0,4.503049628935196,1.5176393464348683,Iris-versicolor
+11,6.542674474314298,3.0,5.385929265334947,1.8825867195597028,Iris-virginica
+12,4.878234726042132,3.08028969858653,1.4807480568637303,0.1,Iris-setosa
+13,7.399924380510528,3.0,6.418194417564864,2.100848244724642,Iris-virginica
+14,7.899996362114434,3.750185961501115,6.465557393062023,1.9878134336035727,Iris-virginica
+15,5.005958701809843,3.613366988011789,1.3777394003628545,0.20400323898019299,Iris-setosa
+16,4.9914254873213535,2.0,3.452543077686103,0.8803598342340591,Iris-versicolor
+17,5.008537968265272,2.0,3.227351005596093,0.9987055905263462,Iris-versicolor
+18,6.179876688566508,2.597107343449555,5.603619976424882,1.4183333581249271,Iris-virginica
+19,4.840611377172226,3.0,1.4140277920636197,0.10000010282527207,Iris-setosa
+20,5.67223950326173,3.801767929217612,1.8731633478503502,0.3773565522611197,Iris-setosa
+21,5.980002099132877,2.7168707707809365,5.055673213087018,1.5853784114927811,Iris-versicolor
+22,6.330517710644122,2.325520793915027,4.376312885025396,1.3033606966708426,Iris-versicolor
+23,6.709703881849301,3.0886352971411704,4.718729309364256,1.5099834251060298,Iris-versicolor
+24,6.0073906305770075,2.6447615865466547,5.402885765386156,1.7375594864446777,Iris-virginica
+25,5.5786429998809615,2.4153416650471353,3.7211000107577887,1.0844241311285259,Iris-versicolor
+26,4.779012945624855,3.391657771503293,1.6942479087436217,0.19294136624011948,Iris-setosa
+27,5.849378797518669,3.1071655282519983,4.572600851436089,1.5205454924375308,Iris-versicolor
+28,7.89999896965272,3.782337257113884,6.399765814396093,1.9987610437086234,Iris-virginica
+29,5.598923261782775,3.0,4.378149191443468,1.5093891879034829,Iris-versicolor
+30,6.79405154605278,2.8098971682454525,4.7925557256993265,1.3954250038715572,Iris-versicolor
+31,4.503501412951775,2.2988550891970587,1.3089007998243156,0.33011605766939683,Iris-setosa
+32,5.206831420683863,3.7991938519004154,1.4940882740201384,0.26437653468709815,Iris-setosa
+33,4.893241929315405,3.0864611818428878,1.4865849255121995,0.10000015086036543,Iris-setosa
+34,6.597407236412236,2.4382020256030135,5.696219376172876,1.814076701846794,Iris-virginica
+35,4.59700758367359,3.6045666819256796,1.0000005372126337,0.19734055353829807,Iris-setosa
+36,5.082448625511102,3.5057170495816137,1.3792415971451513,0.19978932082284237,Iris-setosa
+37,7.570370249084992,3.0,6.5704156323781255,2.0718805258845876,Iris-virginica
+38,5.162489134110979,2.6768842282301915,3.902127180236728,1.4157696475314838,Iris-versicolor
+39,6.903715733964588,2.930083040851739,5.814248334903994,1.8538336111573404,Iris-virginica
+40,4.897238593436174,3.0,1.3799174929805655,0.2038894668093811,Iris-setosa
+41,4.888611600454528,2.386358849548671,3.543504576521524,1.0108561663664601,Iris-versicolor
+42,6.138860215418168,3.202511589774929,4.6409672579988746,1.5106696813205862,Iris-versicolor
+43,7.718292025348459,2.616454727416023,6.9,2.2940982620820174,Iris-virginica
+44,6.716202557156198,2.519401595273419,5.91437583711576,1.8181571878614933,Iris-virginica
+45,6.673649214368321,3.2680052559381405,5.674225857268219,2.5,Iris-virginica
+46,6.29188286044712,2.8441304126729516,4.266441928669406,1.2537683073543322,Iris-versicolor
+47,6.300901877813431,3.403842337621286,5.612878170706424,2.400756895331693,Iris-virginica
+48,6.10559791446514,3.0,4.415736860167121,1.4104220935243201,Iris-versicolor
+49,4.9876774651623075,2.0,3.4803559467457594,0.9485838620657119,Iris-versicolor
+50,7.679040602887848,2.6161393625801472,6.9,2.29735726560942,Iris-virginica
+51,4.975004756143593,2.439527526958904,3.402476332161642,1.0840938898750716,Iris-versicolor
+52,5.224901835392354,3.4117001341755313,1.394316431311657,0.20172381887801255,Iris-setosa
+53,7.70387176140472,2.6006827332858906,6.9,2.30285466926187,Iris-virginica
+54,5.366897638011776,3.9,1.265090964186124,0.3676712397489539,Iris-setosa
+55,4.629137137473293,3.6173999493052595,1.0000003663338441,0.2036166547004783,Iris-setosa
+56,6.526966279948212,3.0808065834384686,4.621998143948249,1.4725369466348068,Iris-versicolor
+57,5.416619274336387,3.388566520531863,1.777959613933699,0.20155516468327997,Iris-setosa
+58,6.170177752927564,2.25138741169835,4.489378500499636,1.4369619536056126,Iris-versicolor
+59,6.888817864284201,3.1225333893686242,5.355457643812242,2.3038951666950855,Iris-virginica
+60,6.193371430621239,2.2196448593084486,4.482098620697729,1.4708052407475867,Iris-versicolor
+61,4.897584741015325,3.092981355668628,1.4998922632340392,0.10000010811816848,Iris-setosa
+62,6.311648895654183,3.0,5.420282056931479,1.8144920773156168,Iris-virginica
+63,6.807912391043311,3.1832237880051837,5.7711091705297255,2.294568186902325,Iris-virginica
+64,6.004484855163738,2.193580372477951,5.031044349105726,1.5067652376880176,Iris-virginica
+65,5.96387350574358,2.932686967146883,5.22309384383798,1.8342562363542396,Iris-virginica
+66,7.675220392862695,3.0,6.654177439411524,2.0732253954915967,Iris-virginica
+67,7.673355826549775,2.580820459972083,6.899998888423633,2.2876580520817384,Iris-virginica
+68,5.438063013290136,3.3890093451272016,1.886356569328506,0.19724339921410494,Iris-setosa
+69,5.80722830524644,3.0,4.243353965959331,1.4341464611418522,Iris-versicolor
+70,5.7337963410648,2.9150224354995022,4.234666370631278,1.307874106439435,Iris-versicolor
+71,6.029254659396084,2.6867757384153728,5.166860206532462,1.6048875280100854,Iris-versicolor
+72,6.8121465018081615,3.206162018008376,5.798544785013218,2.2827663959062354,Iris-virginica
+73,6.1780626681368345,2.2086338587685863,4.481141458959927,1.4896287362783636,Iris-versicolor
+74,7.703455622515367,2.6262000351816748,6.899996961204749,2.2999412459819735,Iris-virginica
+75,6.723014816017917,3.3147508279767823,5.691883100818649,2.499999011159,Iris-virginica
+76,4.4,3.240567093898529,1.2947521750542954,0.20608545446306878,Iris-setosa
+77,5.891429958380112,3.1698023206318617,4.430708511598054,1.5172446055666367,Iris-versicolor
+78,7.541291543583581,2.830130564028034,6.588254813334174,1.962762204555479,Iris-virginica
+79,6.67494668345303,3.0627501924844056,4.578540669486501,1.4923453897447432,Iris-versicolor
+80,6.483495528734883,2.957413449737831,4.319022240522021,1.3324173969678295,Iris-versicolor
+81,6.750740333348475,2.5105801688385414,5.93426158149062,1.8157142666965498,Iris-virginica
+82,6.779762134714115,3.0,5.498771649434696,2.0824776832823444,Iris-virginica
+83,6.216993632087281,2.1880162269800083,4.4633712271502946,1.4931075908799136,Iris-versicolor
+84,5.615154810165741,3.0,4.484694810471946,1.4723075110054085,Iris-versicolor
+85,6.360308496491616,3.3814092552787907,5.626383184173288,2.3831770488346606,Iris-virginica
+86,6.724721491954329,3.279528341763715,5.704939963304641,2.126687352200889,Iris-virginica
+87,5.353429445649258,3.8999995809408015,1.263483632405961,0.34934593617687915,Iris-setosa
+88,7.445245519085322,2.9013028445348152,6.4482122060507265,1.8499138475185712,Iris-virginica
+89,6.012307862298042,2.7546943534752026,4.8766351500336365,1.5396766540994913,Iris-versicolor
+90,6.692442920082739,3.0751111679484615,4.6331145921537615,1.485344642012938,Iris-versicolor
+91,7.710766351190001,2.5918578111834685,6.9,2.2741911908355203,Iris-virginica
+92,5.710326018028065,3.8006448354961613,1.6666194979095705,0.30014187987099944,Iris-setosa
+93,6.482585855114062,3.133434442417303,5.1781778671518435,1.9664734790359413,Iris-virginica
+94,4.5969198701403755,3.6289007295302182,1.0000005910009975,0.20091372987575393,Iris-setosa
+95,5.4005307505319795,3.9,1.312690999296528,0.35317628210806157,Iris-setosa
+96,5.044598311486781,3.5241430025747174,1.3845089644602968,0.20675515903454839,Iris-setosa
+97,6.2124218431665925,2.2684005402581793,4.49334724498701,1.4759165549260247,Iris-versicolor
+98,5.40657844225725,3.9,1.299284271058417,0.45041270609344336,Iris-setosa
+99,4.649220869465304,3.308936780497564,1.4184752010323647,0.32325177042958875,Iris-setosa
+100,6.846092842837622,3.0,5.521395226692854,2.1073096100077593,Iris-virginica
+101,5.72768075298511,2.8277379998130026,3.9319549101494795,1.2145159749201098,Iris-versicolor
+102,6.276095900404647,2.2358195772080105,4.583670232268071,1.4861064877834098,Iris-versicolor
+103,5.665403373994056,2.8930993860485907,4.3938966810387585,1.3210380349158253,Iris-versicolor
+104,5.394895032925094,3.8999996087075046,1.2951601247201476,0.3310608928964919,Iris-setosa
+105,6.029043088725341,2.695830516748388,5.155295521682672,1.6088567469172823,Iris-versicolor
+106,6.783774485980908,3.1956213409116425,5.803476427944019,2.304982150940935,Iris-virginica
+107,4.584882469658178,3.6432627400510147,1.0,0.20511568580201708,Iris-setosa
+108,6.202717966743847,2.43661861854488,4.362459828429669,1.2856190615050882,Iris-versicolor
+109,6.863381408728367,3.169048676936674,5.641968938972413,2.298907418436317,Iris-virginica
+110,6.341907386846472,2.837593392157101,4.267259401382294,1.2368513675846293,Iris-versicolor
+111,6.303029912225266,3.4032007381833225,5.593264414122496,2.3978910428855427,Iris-virginica
+112,6.241364966390204,2.3631463230592087,4.769068334437898,1.5112723883117354,Iris-versicolor
+113,6.137766867148199,3.375420725044179,4.614100089131254,1.6136673523382639,Iris-versicolor
+114,5.559955866294611,2.5468919966846864,4.318552126204616,1.1028072855864421,Iris-versicolor
+115,5.478160414836382,2.3691617686000503,3.636938986889402,0.9493254965382811,Iris-versicolor
+116,6.878346723228711,3.0,5.388236504487943,2.2103138744934907,Iris-virginica
+117,6.102597564300048,2.597901205163152,5.621433163869792,1.405227812151459,Iris-virginica
+118,5.072353132648907,3.4192294567059385,1.6529576042510357,0.47348745032603756,Iris-setosa
+119,4.497980185001383,2.3141438484865025,1.3178983841970806,0.30724780209165764,Iris-setosa
diff --git a/iris/tab_ddpm/3_3/15/test.csv b/iris/tab_ddpm/3_3/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/15/train.csv b/iris/tab_ddpm/3_3/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/15/val.csv b/iris/tab_ddpm/3_3/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/16/synth.csv b/iris/tab_ddpm/3_3/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..857134e561777dc1a6ad9b42a8de52001d128c5d
--- /dev/null
+++ b/iris/tab_ddpm/3_3/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.889444314164436,3.0,1.3761567345762875,0.1921233587914146,Iris-setosa
+1,5.715692287939019,3.0,4.479373052217213,1.5045234397931633,Iris-versicolor
+2,6.822018268666593,3.2021431306972614,5.775579201955664,2.3003495563867795,Iris-virginica
+3,5.983969558664551,3.0,4.22380706546535,1.476024284822747,Iris-versicolor
+4,6.692481487512464,3.225320183022475,5.706126682676,2.1202268055647804,Iris-virginica
+5,6.012548693947723,2.953858236369281,5.354657051098482,1.8284915975596254,Iris-virginica
+6,6.675774608321811,3.1051825195459997,4.703177572025624,1.4981063691627357,Iris-versicolor
+7,5.707681859233749,2.3536718289682974,4.0807780403512925,1.1445704398782426,Iris-versicolor
+8,4.6186634910382125,3.409816952958234,1.4002965624978911,0.4009887715226854,Iris-setosa
+9,5.401585111359186,3.391077726104517,1.496268521720164,0.20537658939110512,Iris-setosa
+10,4.94927852882943,2.4270461161596906,2.908624678056321,1.0086557905967568,Iris-versicolor
+11,7.899999002165778,3.799521732582883,6.3835137783567495,1.9826867273728574,Iris-virginica
+12,7.7011594720784196,2.6228895344477534,6.89999819960552,2.29504936454852,Iris-virginica
+13,5.619477044431099,3.0,4.41736214843734,1.4686955165247761,Iris-versicolor
+14,4.922778537976917,2.3869884760280593,3.1244010761872385,0.962305839315436,Iris-versicolor
+15,5.147449735045454,3.484442528126799,1.4019183947682143,0.19916718564119187,Iris-setosa
+16,5.607380339199651,2.915967912772277,3.6530483733147765,1.281800287813996,Iris-versicolor
+17,6.419844406550141,3.0,5.53604495715828,1.7771498393923792,Iris-virginica
+18,5.773145902643302,2.7136610291942698,4.121680625424679,1.0644435417492144,Iris-versicolor
+19,4.4,3.110610395006121,1.3008719394680506,0.1929807792245124,Iris-setosa
+20,6.210804307691771,2.2110214533122994,4.421807441561661,1.4815966104847023,Iris-versicolor
+21,4.951072102012729,2.425312635998269,3.283651163048804,1.0171735233244241,Iris-versicolor
+22,5.145992428723343,3.4044738167013,1.4971821841411488,0.42707355132998315,Iris-setosa
+23,6.26226535113565,2.8750077180690736,5.600216014962113,1.7752660880077158,Iris-virginica
+24,5.37508194993892,3.717053854672234,1.4982548342417408,0.20560801734305956,Iris-setosa
+25,6.2340512270154385,2.5546408217463736,4.8256833677140705,1.514058245168793,Iris-versicolor
+26,4.4,3.23264112704279,1.2815374656888534,0.19689790182568828,Iris-setosa
+27,6.314418647091979,2.320310363353286,4.387624810621321,1.2893357524875388,Iris-versicolor
+28,4.93091775852508,3.0,1.3985426246199482,0.190804133637745,Iris-setosa
+29,7.69601671895796,2.5712506132812427,6.9,2.313879523753466,Iris-virginica
+30,5.994803272964824,3.0,5.120116853025888,1.8497306744374011,Iris-virginica
+31,5.066135086344362,3.74194049974556,1.541591992249706,0.21677689221150653,Iris-setosa
+32,4.4000004466903215,2.936265924906947,1.3736295790722992,0.201885942450207,Iris-setosa
+33,6.788135489951195,3.195635922947014,5.820669932822905,2.2747943958004324,Iris-virginica
+34,6.454109620107945,3.0,5.43447595193064,1.7984710010073814,Iris-virginica
+35,5.517661185576003,2.61718762662988,4.401166642766046,1.1870816624231821,Iris-versicolor
+36,7.704467183593665,2.5744287213204773,6.899998947871669,2.270922886543051,Iris-virginica
+37,4.5854283794627735,3.61086271552401,1.0000003681804233,0.1997375418263252,Iris-setosa
+38,4.7643729945757745,3.0,1.3950204126006156,0.10000009870897832,Iris-setosa
+39,5.107278217624769,2.470079251296378,3.4613992116166705,1.1560938699150245,Iris-versicolor
+40,5.215774257314962,2.511547001597463,3.5215052568992196,1.1472413532923327,Iris-versicolor
+41,5.639778961944442,2.9011575506529383,3.691165650658194,1.3167651901078792,Iris-versicolor
+42,6.528821668674833,3.0,5.7717764595748955,2.182918149774449,Iris-virginica
+43,6.707498990184103,3.309280181761504,5.7134950147623895,2.5,Iris-virginica
+44,7.899998988714347,3.770752962871348,6.44056068249587,2.033909089957356,Iris-virginica
+45,6.187702032617128,3.3283611387612746,4.634507649304174,1.571055918194502,Iris-versicolor
+46,7.899998553370882,3.7974137729110335,6.505117814024377,1.978841910499851,Iris-virginica
+47,4.672916531456861,3.4153966712452704,1.4311287344034218,0.28744832390474284,Iris-setosa
+48,5.545440115336819,2.4262262517420456,3.79711393307326,1.0559077047867906,Iris-versicolor
+49,5.414646583716882,3.387476003067907,1.5716789075793622,0.4076592334598718,Iris-setosa
+50,7.563311174630559,2.8898092420799846,6.6170020262411064,1.949855284683538,Iris-virginica
+51,5.881904347155955,2.7628487940243294,5.164834892975792,1.8605493764093166,Iris-virginica
+52,4.810515736506973,3.4004406906288507,1.4982898880990696,0.19872787170304235,Iris-setosa
+53,7.692749027367953,2.623523492768942,6.899998792039637,2.2879055753944804,Iris-virginica
+54,5.620563926840188,2.556747447462074,3.8880564394200383,1.0473078951591155,Iris-versicolor
+55,6.507009270958273,3.1910059233163315,4.78019516994002,1.5608588670764996,Iris-versicolor
+56,6.067038207917877,2.8181855611948805,4.623574137970199,1.2634052435395575,Iris-versicolor
+57,5.965770787068437,3.418228913323671,4.522649941713197,1.5820293740139295,Iris-versicolor
+58,7.629884225581859,3.0,6.607746226513227,2.0757780285160115,Iris-virginica
+59,5.86209934371372,3.0,5.142673847504157,1.802591719266828,Iris-virginica
+60,6.8094933872158325,3.0,5.520517798194933,2.0964542132822865,Iris-virginica
+61,5.448959359024923,2.4120339468521044,3.641523832693855,1.0156612164266585,Iris-versicolor
+62,6.285125643778789,3.0,5.163474562559893,1.849692144614072,Iris-virginica
+63,6.122599691652242,2.841742210981162,5.540815383933494,1.7782966619311873,Iris-virginica
+64,6.493788918407795,3.182551371465386,5.089884215527782,2.0397051835770132,Iris-virginica
+65,6.24228364332272,2.2704937334453232,4.464718305348855,1.3352379734562771,Iris-versicolor
+66,5.12004920684551,3.486018614156274,1.3964954027638088,0.1990298166901271,Iris-setosa
+67,6.380260726643669,3.2461106050395214,4.733672385423288,1.534297578904714,Iris-versicolor
+68,6.585427915159684,3.107889359917762,5.218647612506196,1.9508529413119813,Iris-virginica
+69,7.0254722255959035,2.846997533753643,6.135728891162513,1.7278684507721311,Iris-virginica
+70,4.922749571797853,3.4422950738857634,1.4473004071387408,0.2108951503768541,Iris-setosa
+71,6.19810693500437,3.4154617112162797,5.624539837295109,2.402485600023025,Iris-virginica
+72,5.1433698910046255,3.776214864177782,1.7991475128752392,0.1976782716879119,Iris-setosa
+73,6.144824709858326,2.2075136419819708,4.4664281817962,1.5059346209125108,Iris-versicolor
+74,5.55932839966901,2.466009171343863,3.8742055363873766,1.0968371203121121,Iris-versicolor
+75,5.055725678599157,3.42222949136051,1.7307888177592916,0.20587847058388345,Iris-setosa
+76,6.997767554459656,3.1695980298944875,5.866873210016555,2.275172736852342,Iris-virginica
+77,5.4361155022502405,3.6740040216911423,1.5473699710667013,0.2140909226057868,Iris-setosa
+78,6.733636547046606,3.31549925734236,5.71048174907202,2.4999996042567805,Iris-virginica
+79,5.931877505775362,3.0,5.05087847159614,1.749098094631922,Iris-virginica
+80,4.907522104349003,2.430266893661925,3.1607886219401067,1.0073150314609374,Iris-versicolor
+81,6.756415117434636,2.8456271294259823,4.766828476983319,1.4242894022558137,Iris-versicolor
+82,7.9,3.8208877456161834,6.356503196038602,2.004693509079711,Iris-virginica
+83,5.176834627950611,3.372042898810321,1.3988131696639803,0.20135863973084936,Iris-setosa
+84,5.4417573994905615,3.9,1.2910570593487822,0.46384447328144507,Iris-setosa
+85,6.16234646824468,2.825994313240905,4.647606100194656,1.2052108029048223,Iris-versicolor
+86,5.003003096886072,2.0000006466725084,3.490189173961859,0.952769958833674,Iris-versicolor
+87,5.429096119149888,3.4049916702605207,1.640629991361355,0.39422045598883493,Iris-setosa
+88,6.707634738050989,3.295590511474094,5.728931581471044,2.1667359139027553,Iris-virginica
+89,4.632988814441203,3.5607584717178136,1.0000004292583655,0.20411789406313488,Iris-setosa
+90,6.678201940298982,3.0322782855147574,4.534942498537848,1.4430468528713472,Iris-versicolor
+91,4.632411709079783,3.2788782601494484,1.3975281059199502,0.2938551709886107,Iris-setosa
+92,5.37246341883964,3.9,1.300432247884608,0.3277450659371525,Iris-setosa
+93,5.638897594148282,2.965991366658326,4.1914042662208235,1.288655442121063,Iris-versicolor
+94,6.827043376928962,3.1934050175448325,5.8718058647071585,2.302806201697922,Iris-virginica
+95,5.991020233738879,3.412433655791294,4.541335308683211,1.6521076212808503,Iris-versicolor
+96,7.189819691720708,2.8331100528972932,6.203165852924783,1.7707380581593126,Iris-virginica
+97,4.992338272659093,2.0,3.4493149360189417,1.0221462239354944,Iris-versicolor
+98,5.649235249987931,2.48654301642473,3.9123934671966056,0.9694220906560069,Iris-versicolor
+99,4.819343054993293,3.4108883604878475,1.5477371233090382,0.2000656047967498,Iris-setosa
+100,5.817642970343652,2.665868424372932,5.067077837429798,1.8891133138565475,Iris-virginica
+101,5.58380149366209,2.5570532840266065,4.248107957305226,1.1333741077866468,Iris-versicolor
+102,6.284317955155471,2.274310972325685,4.390770221210669,1.256530713502733,Iris-versicolor
+103,5.386303859570616,3.3957994599666015,1.649587178449769,0.2453937786219504,Iris-setosa
+104,4.917648428546247,3.1011339978883603,1.4814614352998783,0.1,Iris-setosa
+105,6.703147484025068,3.0931999580905702,4.642890408124986,1.4898647841617758,Iris-versicolor
+106,6.013491281337028,2.809098933137018,4.65904050588067,1.138138401901045,Iris-versicolor
+107,5.940432423048226,2.9977004478887825,4.3528919601227685,1.4497991193304334,Iris-versicolor
+108,6.588617202615594,3.0,4.384703485649264,1.399993440218511,Iris-versicolor
+109,6.159215170647825,2.817794997837723,4.7051546131897215,1.2412084766932985,Iris-versicolor
+110,6.2913535089660035,2.90868645139804,5.608364410096355,1.8245749391810422,Iris-virginica
+111,5.611008085604814,2.8293052300165,4.469235180466934,1.3224400810336305,Iris-versicolor
+112,7.684334273828327,2.599056863649966,6.9,2.2972121615917684,Iris-virginica
+113,6.25145810229648,3.408473794930655,5.62536715043661,2.406261511786358,Iris-virginica
+114,4.4,2.87401660655716,1.4021197565885182,0.19425260057579877,Iris-setosa
+115,5.125376204139413,3.6814651361050545,1.746042517128029,0.4397840167317072,Iris-setosa
+116,5.3520840540757675,2.6248168298258188,4.204878247703246,1.3017080224810917,Iris-versicolor
+117,6.851188485111207,3.202772826961426,5.842223471018306,2.2905199541588357,Iris-virginica
+118,5.170908003361063,2.7036309500607794,3.8112378952445223,1.3951580478365626,Iris-versicolor
+119,6.450884305813463,3.0,4.351193760855614,1.4089326066230352,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/16/test.csv b/iris/tab_ddpm/3_3/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/16/train.csv b/iris/tab_ddpm/3_3/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/16/val.csv b/iris/tab_ddpm/3_3/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/17/synth.csv b/iris/tab_ddpm/3_3/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b4279cd397c4d77c72211fe758223306b30ab153
--- /dev/null
+++ b/iris/tab_ddpm/3_3/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0039117585729445,2.0000006616264545,3.5397892810062697,1.0169654983667427,Iris-versicolor
+1,6.6161696270664025,3.0114176234996672,4.587897615243761,1.442047983646929,Iris-versicolor
+2,5.301824606370717,3.4343162538408243,1.4926412775179865,0.3743168009639961,Iris-setosa
+3,5.351159053774459,3.656988005427719,1.4952590810930337,0.20602100811472399,Iris-setosa
+4,6.862325862597407,3.206022202864602,5.7381131995314805,2.3095818356631663,Iris-virginica
+5,4.5939687366239905,3.6016573270381538,1.000000677739695,0.19971404555971817,Iris-setosa
+6,5.398278895533838,2.4469665995608896,3.4830271155573844,1.0461312808950074,Iris-versicolor
+7,6.212543946014919,2.9024366342560395,5.584071900588052,1.8163880335169482,Iris-virginica
+8,5.026538279940535,3.4015573870539466,1.641798541254017,0.3935989320637384,Iris-setosa
+9,7.112597844948808,2.874520872735532,6.159754053896096,1.7579575558397014,Iris-virginica
+10,6.706133491693812,3.3004446765319404,5.697107853138379,2.4999995374933093,Iris-virginica
+11,7.01010221334267,2.9582651818716017,5.955588951025269,1.9412502397730287,Iris-virginica
+12,6.553482255013826,3.1430086615724253,4.712423118002512,1.5037630944589158,Iris-versicolor
+13,6.192729958761654,3.0,5.23214061814628,1.773040221424192,Iris-virginica
+14,6.8053628911955,3.221201445824179,5.749196697590929,2.2884679188523394,Iris-virginica
+15,4.4,2.917976338002113,1.3900033182297298,0.20047440509545236,Iris-setosa
+16,6.185368405749865,2.507170604117684,5.096605283157997,1.8793276831164267,Iris-virginica
+17,6.467058533481198,3.0,5.792494823822786,2.221711432645754,Iris-virginica
+18,5.41119604773253,3.9,1.313736008425085,0.4574996673677255,Iris-setosa
+19,5.210058742879698,2.694500124401192,3.8369171490830096,1.3946571888897068,Iris-versicolor
+20,6.510477464777873,3.1964415431818587,5.044582040029613,2.0040293820101303,Iris-virginica
+21,6.716245515780443,3.321194250984637,5.705775837191646,2.5,Iris-virginica
+22,5.111933493680277,3.6957779348166717,1.4968998841170276,0.4453019923813224,Iris-setosa
+23,4.591282672828272,3.621158565645103,1.0000004136028156,0.20057890758103664,Iris-setosa
+24,5.690298570446477,3.7960901157736004,1.7026461999760163,0.32498035046901486,Iris-setosa
+25,7.692034044601929,2.626517544335247,6.9,2.2768251982760646,Iris-virginica
+26,5.012939632185236,3.5954494055105375,1.4122204457005334,0.20635216554438945,Iris-setosa
+27,5.175770107512215,3.472613291181711,1.4209215530565578,0.1998230171992274,Iris-setosa
+28,6.019975604654725,3.378797812845773,4.478650589447136,1.5337936011085578,Iris-versicolor
+29,5.67315648874909,2.7442318973463102,4.531895048990133,1.2906694635348193,Iris-versicolor
+30,5.401076892901136,3.4190259346075007,1.5760377483522712,0.37951435431239466,Iris-setosa
+31,5.938354990790491,2.7011230904756016,5.1464617212218275,1.5866614520973326,Iris-versicolor
+32,5.148596714340853,3.4784395906159857,1.4036763601741136,0.20274531560450823,Iris-setosa
+33,5.854521196544029,2.9988270679349447,4.031943397822446,1.4625366616719644,Iris-versicolor
+34,5.1218888001605585,3.409985313706173,1.4052112449957217,0.19902709991010198,Iris-setosa
+35,5.646777642261626,3.0,4.435644618596971,1.4066492598870113,Iris-versicolor
+36,5.425910648558985,3.7413117829698344,1.4968023403509552,0.21954315809158506,Iris-setosa
+37,6.699827809311923,3.1088372860443716,4.67472195504566,1.5080580735605675,Iris-versicolor
+38,6.159016373713276,3.0758622912537232,4.432304625674213,1.4808832370640386,Iris-versicolor
+39,6.015439139194003,2.756114875495031,5.028916201545523,1.5762483724301704,Iris-versicolor
+40,6.9096904914273845,3.1778346754845734,5.780447324552517,2.274052801172209,Iris-virginica
+41,5.006750769360125,3.382259074422181,1.695094404988821,0.36848723594049465,Iris-setosa
+42,7.7418469391815785,2.576562883326416,6.9,2.323499605239969,Iris-virginica
+43,5.235302735791745,3.736479396101024,1.4936193639615638,0.20398496734311294,Iris-setosa
+44,5.392461891034801,3.403458296874587,1.4967102798070384,0.3873498015058562,Iris-setosa
+45,7.618892250608942,2.9603185547407356,6.646110447538314,2.018091988504453,Iris-virginica
+46,4.4,3.2313768746704583,1.2649664392684261,0.19809202266535003,Iris-setosa
+47,5.810695849990195,2.7155616855758287,4.461794722811251,1.180722361965284,Iris-versicolor
+48,4.88176049258309,3.0522118185827862,1.4780639004868914,0.1,Iris-setosa
+49,4.595640939035581,3.5936710363960236,1.0000004110657206,0.20034431537152492,Iris-setosa
+50,6.656705827806025,3.098772505316738,4.6046152300945975,1.5003623936544361,Iris-versicolor
+51,5.9839484854269,2.1954084915921626,4.964197749595272,1.5053504564708111,Iris-virginica
+52,4.910905490234451,2.414810136960972,3.153641723773867,1.007613561623466,Iris-versicolor
+53,5.739548452072618,2.6154642045459613,3.858699758813726,0.8638130409473757,Iris-versicolor
+54,5.39282405096242,3.9,1.3225314905329042,0.37349643428514434,Iris-setosa
+55,5.622006254591038,2.4425586612681807,3.904360562600768,1.0960488136105904,Iris-versicolor
+56,4.400000730796456,3.190515314404981,1.2999716947402442,0.20944734668178358,Iris-setosa
+57,5.13258437332824,3.771500595277603,1.6183801488267504,0.1998551562336226,Iris-setosa
+58,5.64552190969805,3.0,4.21738925218583,1.3114384947661664,Iris-versicolor
+59,6.015726149081541,2.741022390646044,4.956766899734375,1.591841382143972,Iris-versicolor
+60,6.188722004011425,3.029107497909104,4.483889609299949,1.5183075159742145,Iris-versicolor
+61,5.91231119934952,2.8566398160256967,4.410026577462405,1.2387971845457426,Iris-versicolor
+62,5.371410565410247,2.73717843964202,3.53422425548609,1.254748315628141,Iris-versicolor
+63,6.633658562245904,3.016836333915998,4.550556890683421,1.4602993219997233,Iris-versicolor
+64,4.495613689572214,2.321600766288934,1.2871614642098907,0.35401130501681366,Iris-setosa
+65,5.4153826624350145,3.3986806260184816,1.5945964145990703,0.27326527316208166,Iris-setosa
+66,6.238934115355171,2.2564732541847516,4.3650256242030006,1.3209830325801188,Iris-versicolor
+67,4.597757726470075,3.6206748368184263,1.0000004350790257,0.19963524354489748,Iris-setosa
+68,6.879711564753798,3.2110037066832606,5.559146441467656,2.3010357278778333,Iris-virginica
+69,4.608096143425217,3.409843020949215,1.40414878846908,0.37338674011945205,Iris-setosa
+70,6.874608560783593,3.102972353584193,5.148953494006255,2.297292018755823,Iris-virginica
+71,5.370490378481588,3.7468898602773275,1.4999443802616457,0.2200476693198447,Iris-setosa
+72,6.681982216971173,3.263197279764536,5.724458597466936,2.1082687489025704,Iris-virginica
+73,5.804778163421518,3.1573385286326148,4.466665925788513,1.4915746842968647,Iris-versicolor
+74,5.005250526374665,2.0,3.5077549089840816,1.0061356635212977,Iris-versicolor
+75,5.017304508074606,2.0000005948466555,3.5206253290773826,0.8600253288311068,Iris-versicolor
+76,4.859815446845874,3.0,1.3999696863246285,0.2778420630518705,Iris-setosa
+77,4.905375620226752,3.0,1.4011056448253802,0.20080628335638157,Iris-setosa
+78,6.113415744345827,2.6273458910212937,5.602842850879956,1.4018776202741665,Iris-virginica
+79,5.623498389968398,2.909875239738831,3.7293261469657955,1.3094297326381596,Iris-versicolor
+80,7.320473560146189,2.9070877831443735,6.274790424141755,1.7899714879916795,Iris-virginica
+81,5.338260882111014,2.8878389871762558,4.252240099223794,1.4458863399917066,Iris-versicolor
+82,5.932072447860515,2.1793292133836095,4.959044881111154,1.4856316465874218,Iris-virginica
+83,5.869902853182141,3.0,4.218314708570526,1.4925300932247816,Iris-versicolor
+84,5.387986427507712,3.3916422463805587,1.549814096458179,0.19723788596463795,Iris-setosa
+85,6.045766868457754,2.569053954103174,5.614301651740611,1.4249896892972602,Iris-virginica
+86,5.623192270021708,2.9256539348134307,3.885819704559236,1.3702002662789474,Iris-versicolor
+87,5.965086345257353,2.755064388241284,5.03271157326975,1.5934212777601504,Iris-versicolor
+88,7.237978352605115,2.9387045981653808,6.253130530166625,1.9318161249472716,Iris-virginica
+89,7.719807758759792,2.800335100017186,6.712723628509,1.9954000828606404,Iris-virginica
+90,4.680975424359176,3.416152355921143,1.4397399790080947,0.2527051853454709,Iris-setosa
+91,4.8415305260267685,3.4001369531849046,1.5119198898941817,0.20228475302789528,Iris-setosa
+92,5.664606919819589,2.855702542497515,3.8998490351309436,1.267194188802865,Iris-versicolor
+93,6.803308915903393,3.029751715949462,5.142022647583246,2.2539892879463497,Iris-virginica
+94,5.3749398796845576,3.4034804564016823,1.5056876223404012,0.2638407710406624,Iris-setosa
+95,5.090131165117081,3.7488207599514567,1.4639584396559517,0.20155610956479875,Iris-setosa
+96,6.5075173458452795,2.994154982411348,5.54127605245974,1.810577683021788,Iris-virginica
+97,6.082898078548232,2.7863976714916046,4.302535555332132,1.1216396095586283,Iris-versicolor
+98,5.402311499917648,2.468264105668795,3.7558196803274084,1.085477369646402,Iris-versicolor
+99,6.307454059870157,2.487367767786658,5.04003389891401,1.9085356828641318,Iris-virginica
+100,5.908487522140428,3.0,5.1774209060237295,1.8143934064852385,Iris-virginica
+101,6.137466423333334,2.6042475809739627,5.611841746706144,1.3990894424203768,Iris-virginica
+102,5.399515520870107,3.8999992614913825,1.3019731293674026,0.4216960025658054,Iris-setosa
+103,7.726114787685174,2.7826760811960387,6.717469823462309,2.0106057259366352,Iris-virginica
+104,6.9364096171029574,3.0879700881958416,5.204094342635673,2.2933548518253217,Iris-virginica
+105,6.688754913148969,3.306465574336251,5.666470589940964,2.499999447809624,Iris-virginica
+106,5.6530179031826435,3.0,4.4989172224269804,1.5083063991476129,Iris-versicolor
+107,7.899998867941886,3.800710933060133,6.407192185431422,2.0250451869247863,Iris-virginica
+108,5.710578054877407,2.944280157051955,4.463882257571716,1.342725548385603,Iris-versicolor
+109,4.908530558561012,2.3685131282915792,3.2939826269928068,1.0265421864803106,Iris-versicolor
+110,5.9776596713626455,2.174126247052997,4.988382720573422,1.4950948715990595,Iris-virginica
+111,4.575461875165911,3.610541169412257,1.000000419066537,0.19736908566282704,Iris-setosa
+112,6.8015800914244124,3.201323268774762,5.75743526175322,2.299102990883726,Iris-virginica
+113,5.611163368420298,3.0,4.476623167536144,1.4981513703311136,Iris-versicolor
+114,6.279071108270607,3.256559338081924,4.730326170317761,1.561570687937072,Iris-versicolor
+115,5.115399504999649,3.551016017803708,1.4455374374006258,0.3580122855703125,Iris-setosa
+116,5.878615826615643,2.9865313782052167,5.110058830194526,1.7851003243946202,Iris-virginica
+117,5.8861891389311936,2.9431007417522976,4.449862475609421,1.3352180743591433,Iris-versicolor
+118,6.828600136415459,3.2037062670171683,5.819283207213905,2.306859972450561,Iris-virginica
+119,5.888242545813389,2.9369654745907634,4.46733911810896,1.3137009899385788,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/17/test.csv b/iris/tab_ddpm/3_3/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/17/train.csv b/iris/tab_ddpm/3_3/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/17/val.csv b/iris/tab_ddpm/3_3/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/18/synth.csv b/iris/tab_ddpm/3_3/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..db6b9bb59bd14b70ed2cd9f487c5cfe995522976
--- /dev/null
+++ b/iris/tab_ddpm/3_3/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.7374458259913075,2.5786043806645766,6.9,2.3076719920369313,Iris-virginica
+1,4.817030993098529,3.3923849893451514,1.5174165744256314,0.19805023001726596,Iris-setosa
+2,5.21951941500765,2.6947176507015307,3.9551619465296612,1.3821202743075622,Iris-versicolor
+3,6.728353986620442,3.0815027098521637,4.649353427603822,1.4681355025066252,Iris-versicolor
+4,4.99849079159507,2.4680394624736084,3.1384402216010323,1.0655382775858915,Iris-versicolor
+5,5.191853162351345,3.3830258163119384,1.3830068460225975,0.2019689413461647,Iris-setosa
+6,5.674839150379309,3.801553157076746,1.6637945618408099,0.2970869696493788,Iris-setosa
+7,4.594842639236043,3.591123493605243,1.0000005327813077,0.20099123214707973,Iris-setosa
+8,4.604239181053644,3.6107163763401884,1.0000004502910702,0.19865789250611712,Iris-setosa
+9,6.650345603220406,3.2525793734114465,5.559295822185449,2.0583227322589024,Iris-virginica
+10,7.772066852205529,2.5928388818488384,6.9,2.308595596430985,Iris-virginica
+11,5.3229331525188,3.6795807612354086,1.4996224486835312,0.20529852057613415,Iris-setosa
+12,7.89998809575735,3.7462327094158496,6.310642363389172,2.0078861463577815,Iris-virginica
+13,5.584579642524641,3.0,4.017806594127548,1.3072233576527927,Iris-versicolor
+14,6.245872752384066,2.258311026514244,4.374413244134529,1.3198096548379286,Iris-versicolor
+15,6.523666252113044,3.0,5.83636889176565,2.253424150936527,Iris-virginica
+16,7.712259299907012,2.813870547469796,6.717889254398378,1.9796300496199863,Iris-virginica
+17,6.233794814665827,2.5046430107500997,4.774728463250469,1.4933404975405788,Iris-versicolor
+18,6.806419945127328,3.200541582626763,5.759065872403493,2.283887273980712,Iris-virginica
+19,7.752245435537697,2.556255456136582,6.9,2.336573208728367,Iris-virginica
+20,7.716014423830441,2.5875314208074336,6.899998846658938,2.29375687384384,Iris-virginica
+21,7.714651264917601,2.612544571270872,6.899998925765953,2.2857338993705434,Iris-virginica
+22,6.7139938186110095,3.289127894617422,5.679448978444917,2.4999993940397074,Iris-virginica
+23,5.723775329659387,3.7998911699203,1.699384052176835,0.29977879576158367,Iris-setosa
+24,5.525132902511247,2.444694675754,3.704967593057458,1.0160877725892092,Iris-versicolor
+25,6.530072021723011,2.972949577720967,4.325114801101015,1.341655941240896,Iris-versicolor
+26,5.369189516052592,3.3929432169251563,1.4906783634133536,0.37455780793820587,Iris-setosa
+27,4.886156666586269,3.4245717722336058,1.5289075720960368,0.20203198643523368,Iris-setosa
+28,6.563132694238825,3.0,5.7954098897611575,2.225635253211565,Iris-virginica
+29,7.9,3.822648017361448,6.4658233292687175,2.0212153376902724,Iris-virginica
+30,6.984067297914217,3.116168334802199,5.1246070932754275,2.29358498057136,Iris-virginica
+31,6.672841730108798,3.3129739844505854,5.72137006845771,2.5,Iris-virginica
+32,5.971010379797607,3.237781962578901,4.513327750121728,1.5508050026521858,Iris-versicolor
+33,6.312189266915781,2.4775164096323716,4.886460732033926,1.5095995028372295,Iris-versicolor
+34,5.836072108328556,3.0,4.190812623449757,1.472851583531623,Iris-versicolor
+35,5.480146053777203,2.5850423376130496,4.396554018894658,1.1763763281310868,Iris-versicolor
+36,6.6517352592215016,3.256416534676594,5.4802672540167805,2.119597635672751,Iris-virginica
+37,5.0339448392180906,2.000000458722018,3.5270465615693523,1.0045571592424634,Iris-versicolor
+38,4.8059250744821504,3.395490278021464,1.651344966093806,0.20453724108281396,Iris-setosa
+39,5.185197388133653,2.686217808223981,3.8695357229174228,1.3892092422831415,Iris-versicolor
+40,4.838485419001031,3.3940549323033227,1.7897977752191454,0.20418122172685266,Iris-setosa
+41,6.483825691426997,3.0,5.5294722953328765,1.8314840646400505,Iris-virginica
+42,6.3482772323162955,3.3704360412852585,5.606832089949911,2.388097169409384,Iris-virginica
+43,5.1022277979571555,3.529799196508358,1.4022427117351413,0.19653793514987605,Iris-setosa
+44,6.7160043213795255,3.1239747004352756,5.650435838858382,2.075061288617562,Iris-virginica
+45,5.13582098753029,3.7457337131093147,1.499579295115827,0.2908145638861515,Iris-setosa
+46,5.790707538662499,2.726823153815936,4.231239497779693,1.009164077933638,Iris-versicolor
+47,4.83214600902918,3.0,1.4012628543953138,0.23818298979772481,Iris-setosa
+48,4.8029076559165205,3.39347192257549,1.7179940947275423,0.20002868507680543,Iris-setosa
+49,6.62889013801644,3.0746953703033064,4.659082050400449,1.4914547836760814,Iris-versicolor
+50,5.688451015352201,2.4654808385937437,3.9907983743895934,1.0749922301624497,Iris-versicolor
+51,4.911648414793867,3.0,1.4076944974284005,0.20012379571661093,Iris-setosa
+52,5.191365441350432,3.722340020480279,1.8106288406516158,0.3769206613347047,Iris-setosa
+53,4.611137905860219,3.5985144351551837,1.0,0.20637617330474128,Iris-setosa
+54,4.958893526977112,2.0,3.4494435458960266,1.0175886307318598,Iris-versicolor
+55,5.5602498016833595,2.9066522951185,3.587715951486739,1.3024560494759851,Iris-versicolor
+56,6.8252265143669035,2.800384056402576,4.774933034592132,1.4006146284136654,Iris-versicolor
+57,5.638021756269563,2.9020565768691142,3.7121696352365823,1.307845949075324,Iris-versicolor
+58,4.597856235055452,3.63287650682902,1.0,0.1974187545841775,Iris-setosa
+59,5.004737768453508,3.6758582801674446,1.4191663337478015,0.19887493436080472,Iris-setosa
+60,6.8284263519746515,2.8038589427776497,4.822705487051439,1.3964907593884814,Iris-versicolor
+61,5.969174034338764,2.923374589903116,4.5544990440721325,1.3490312220710512,Iris-versicolor
+62,5.236912627812882,3.420421445545027,1.4050795247999635,0.19953197529110261,Iris-setosa
+63,7.714151870547938,2.605693881292029,6.89999898393706,2.3012044616439535,Iris-virginica
+64,6.303498852341198,2.279173307396905,4.41224864696717,1.3079097625000704,Iris-versicolor
+65,4.797550058439597,3.0,1.401974739859724,0.10000010305178982,Iris-setosa
+66,4.4,2.9034526492485857,1.3895054024836426,0.20219655049239627,Iris-setosa
+67,6.582669384674071,3.0,4.403228967751629,1.4018125580651015,Iris-versicolor
+68,6.812897490148819,3.1629146562947237,5.796217270942628,2.2975107277924622,Iris-virginica
+69,5.107977331782045,3.7080813755576996,1.4953730092635145,0.4052808915452956,Iris-setosa
+70,6.362099142102171,2.9136930499924216,5.604848610684976,1.8041267703957136,Iris-virginica
+71,6.691177376555617,3.0399935339515265,4.663416957457248,1.4913575544127793,Iris-versicolor
+72,6.667297165958858,3.290608556526105,5.723049341428228,2.4999994694041456,Iris-virginica
+73,6.467666631089061,2.9264055856080824,4.348637413858268,1.3228755413083846,Iris-versicolor
+74,6.013249690873308,2.518087189278767,5.14195391705641,1.6478010099293603,Iris-virginica
+75,7.630971788615755,2.828010456649466,6.676069843207824,1.9630553021220452,Iris-virginica
+76,6.879415415439605,3.200967292541976,5.735852368336323,2.2913180749890096,Iris-virginica
+77,7.690564398598159,2.8065549284908604,6.689808617391614,2.0091616509938306,Iris-virginica
+78,5.107081382190554,3.4821868281109105,1.3850329120072153,0.2940179092642068,Iris-setosa
+79,5.8778054757412415,3.0,5.096287572090292,1.7715106290384572,Iris-virginica
+80,6.319461258581062,2.3348017576985716,4.459671798865541,1.2800645904941665,Iris-versicolor
+81,4.400000681809099,3.187313454496252,1.2618218512510861,0.19809816203994415,Iris-setosa
+82,5.922337043434171,3.0,5.096009448806229,1.821364018161825,Iris-virginica
+83,7.686869786403201,2.7989950066772455,6.735986550482856,2.001865245710454,Iris-virginica
+84,5.488927935709396,2.612602379872997,4.433929779391901,1.220993078046956,Iris-versicolor
+85,5.369615818799829,2.545379021412891,4.267806127936196,1.1476047308787694,Iris-versicolor
+86,4.618733198088961,3.637756827895352,1.0,0.1928458183193991,Iris-setosa
+87,7.899998045410507,3.7887581395605574,6.393220871557835,2.026900149927017,Iris-virginica
+88,6.731503908079542,3.2735932981267797,5.739531012769626,2.09473605669221,Iris-virginica
+89,4.854908515274183,3.0592662325849167,1.4813275058487432,0.10000010155704735,Iris-setosa
+90,5.503114380573014,2.5982666026917616,4.374087574752816,1.211705436335978,Iris-versicolor
+91,5.901417685998449,2.74252679484496,4.274071222123716,1.1300094383703985,Iris-versicolor
+92,5.030928931722227,3.560465934054787,1.4039494616955384,0.19728268050236664,Iris-setosa
+93,4.400000592740552,3.1264640766601546,1.2946553074359066,0.19460223289623296,Iris-setosa
+94,5.869329630597855,3.0,4.2076446966411245,1.4860740059787227,Iris-versicolor
+95,5.056817428912319,2.48457299656072,3.1062042324966006,1.0618778698377036,Iris-versicolor
+96,5.823203119956904,2.7177255776928964,4.141617329586186,0.9957392031279735,Iris-versicolor
+97,4.825869016145896,3.0,1.3978795655303162,0.10000010320656644,Iris-setosa
+98,5.635042779275261,2.971751491882877,3.962965417272403,1.289631670650848,Iris-versicolor
+99,4.48602139472603,2.259085401577933,1.2826566373038588,0.288065322398092,Iris-setosa
+100,4.887188002996055,3.11138774449408,1.4764630572378699,0.10000010632573003,Iris-setosa
+101,4.9905726724256745,2.0,3.1304319426847163,0.9667196303970196,Iris-versicolor
+102,5.92559658708167,2.880298276622815,5.2312635988774465,1.8478699563636245,Iris-virginica
+103,6.363745427186474,2.9863601572609135,5.683078617584895,2.0081091198168957,Iris-virginica
+104,6.473774611931826,3.0,5.78835501359013,2.1982335426417405,Iris-virginica
+105,5.693553631143011,2.7056524114967813,4.4066075557428,1.1377663766268193,Iris-versicolor
+106,5.638843780844876,2.876774667665475,3.957137101165775,1.2595563451920189,Iris-versicolor
+107,6.18730981585732,2.925241642579572,5.556142747989035,1.8578324837410496,Iris-virginica
+108,5.20973510489957,3.7231878239178866,1.6245974096817626,0.39824142473975754,Iris-setosa
+109,6.936726437054037,3.192708565096088,5.746928891442788,2.314185387539573,Iris-virginica
+110,4.4,2.9147225025935652,1.380719699059583,0.19969754200141326,Iris-setosa
+111,6.062050585905473,2.5304518459870726,5.5349108871977295,1.4184293617522423,Iris-virginica
+112,4.828581357743367,3.0,1.4069809732655651,0.1,Iris-setosa
+113,5.876683199997882,3.0,5.06183028513903,1.810425541301755,Iris-virginica
+114,7.137198342546441,2.8564720385350704,6.128706075190392,1.7493609542299708,Iris-virginica
+115,6.329958088012001,2.925596954661394,5.608209433308451,1.833825990619401,Iris-virginica
+116,5.8637137349530715,2.6932655682386235,4.268176274276835,1.0617590000736175,Iris-versicolor
+117,4.4,3.145138376993307,1.315890032776195,0.20385174347754845,Iris-setosa
+118,7.700920919919739,2.5794387039709537,6.9,2.3137366456022534,Iris-virginica
+119,5.064885495423018,3.502541530576856,1.3893006759919087,0.19689134251884421,Iris-setosa
diff --git a/iris/tab_ddpm/3_3/18/test.csv b/iris/tab_ddpm/3_3/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/18/train.csv b/iris/tab_ddpm/3_3/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/18/val.csv b/iris/tab_ddpm/3_3/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/19/synth.csv b/iris/tab_ddpm/3_3/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..182efa616e42a5f866d83d8d786392eac3f6a58a
--- /dev/null
+++ b/iris/tab_ddpm/3_3/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.157047905470075,2.6086152035382355,5.602544196958831,1.4022815695218054,Iris-virginica
+1,5.103428825712341,3.505551742086284,1.3776876201806498,0.3175392565856497,Iris-setosa
+2,6.7748904062115844,2.5162241905548144,5.963698625854575,1.8056772232009504,Iris-virginica
+3,6.0338704527601585,3.0,5.247233393556345,1.8014768807703085,Iris-virginica
+4,6.2549127258684685,3.4128746356134374,5.5879387579441575,2.400118841596672,Iris-virginica
+5,6.752545955987341,3.0,5.544678367905645,2.0591328055585447,Iris-virginica
+6,5.107506964056693,3.4313166898036123,1.4516928905261008,0.2772746715879302,Iris-setosa
+7,6.500374115305281,3.0,5.500955533175926,1.815012568496814,Iris-virginica
+8,6.789556715875797,2.8070179088353333,4.868841181639428,1.4088164604259592,Iris-versicolor
+9,6.347201555302788,2.904281242598275,5.6698396888567935,1.9007866425814826,Iris-virginica
+10,4.900119231110845,3.0860610043284296,1.594879298928387,0.10000010034271371,Iris-setosa
+11,5.612016574790932,2.964031778344031,3.6861260241419167,1.3055478604428197,Iris-versicolor
+12,5.584862698539821,2.540000807053757,4.209279342043928,1.1748819143067768,Iris-versicolor
+13,6.041146171992248,2.679127802073462,5.111275819115004,1.568848161436691,Iris-versicolor
+14,7.722028600600774,2.5997306218634386,6.9,2.319020947697284,Iris-virginica
+15,5.07330559819732,3.5125102458483055,1.3922790551863669,0.20283988555756635,Iris-setosa
+16,5.97753553988944,2.943064891806584,4.569617242033261,1.3494145554933918,Iris-versicolor
+17,5.7262202143403025,2.6986559063386975,5.0778691582848,1.904840562416552,Iris-virginica
+18,6.464177040737034,2.925695574150843,4.3508257203918825,1.3229865081388086,Iris-versicolor
+19,6.239919609309428,2.9528372720276295,5.504153674384775,1.8082934221450122,Iris-virginica
+20,6.216556158822521,2.8817819930652715,5.59245535025934,1.778958254733681,Iris-virginica
+21,6.092817656369552,2.5951548248234952,5.621214383449814,1.4166615583160922,Iris-virginica
+22,5.413994679781886,3.8999995210589207,1.3246821160827025,0.4008083166666146,Iris-setosa
+23,4.924549169444044,3.0,1.4015043270784187,0.1965577444254405,Iris-setosa
+24,7.899998675055686,3.799655225529905,6.431482508567052,1.9681242703967978,Iris-virginica
+25,7.244014578085252,2.9186756534318015,6.188597098658501,1.8139914457424373,Iris-virginica
+26,6.693738450870664,3.3141612355902956,5.682664931285849,2.499999634780291,Iris-virginica
+27,5.7122140257438,2.6863141524330243,4.307916895088253,1.1159432993506537,Iris-versicolor
+28,5.816056237383056,2.6675475983220167,3.9677694626701987,1.0175392833130226,Iris-versicolor
+29,6.70268499487736,3.3280567721357155,5.708013021054231,2.5,Iris-virginica
+30,6.650481772651635,3.2990109541956394,5.669585140856339,2.189887469033938,Iris-virginica
+31,7.659866285593357,2.6085748796756003,6.899998782854582,2.28224490350006,Iris-virginica
+32,6.04504087377863,2.2390266360566207,4.991841438292278,1.5143760756355045,Iris-virginica
+33,4.60958063445369,3.604763590756624,1.0,0.1995352071705444,Iris-setosa
+34,6.967671710222648,3.1447535377098266,5.43503408964047,2.3001130100512475,Iris-virginica
+35,5.072853032307955,2.5016208526803623,2.8202453146672775,1.083373722090089,Iris-versicolor
+36,6.81086502415474,3.0,5.39282874745039,2.209912166544125,Iris-virginica
+37,5.042768600414981,3.5517458357480125,1.400877764583783,0.20136042722602884,Iris-setosa
+38,6.4943555445855505,3.0,5.525149924251256,1.8174871509816706,Iris-virginica
+39,5.4175450477242535,3.8999996150885874,1.2949738870457743,0.3865629606467398,Iris-setosa
+40,5.972483654088464,2.6668853514201505,5.135357059392439,1.5996807802109712,Iris-versicolor
+41,6.293736966830886,3.3871556101515568,5.6329986867965,2.3972292975281273,Iris-virginica
+42,5.116613508334813,3.4930822928262986,1.402968823489293,0.29634334358661835,Iris-setosa
+43,5.773848072781624,3.0,4.399021435046395,1.5114892342690673,Iris-versicolor
+44,5.946006357231065,3.054766368016798,4.376053661352069,1.5162405911610326,Iris-versicolor
+45,5.4076829124788555,3.407090234881444,1.7692585360817643,0.19934772573574316,Iris-setosa
+46,5.0872421979313005,3.402682823024308,1.7202505320968846,0.3464739267688549,Iris-setosa
+47,5.214398721436931,3.411373764136066,1.3987682367935501,0.19755858013719813,Iris-setosa
+48,4.617616568298635,3.398849300140652,1.405385943743041,0.32888585982291896,Iris-setosa
+49,5.885297191554334,2.7138374213539582,4.106027863469668,1.0012253908664284,Iris-versicolor
+50,7.705300066494503,2.607056180969003,6.899998449456339,2.344747250514156,Iris-virginica
+51,6.739595265929603,3.2620125458865536,5.6840650085359465,2.4999994060917667,Iris-virginica
+52,5.420572187306538,3.3797998996224217,1.7051966941889416,0.4591755682158616,Iris-setosa
+53,5.8110506228950785,2.935705790969412,4.457432520859588,1.3395655779426892,Iris-versicolor
+54,6.804828972850515,2.772082858094978,4.842459558283056,1.3981154686746289,Iris-versicolor
+55,6.673328932570867,2.5020011245917524,5.778583954294399,1.774621819477622,Iris-virginica
+56,4.4960473521112005,2.318730909293533,1.2845984714278806,0.2984567820716193,Iris-setosa
+57,5.972495397170386,2.8609855740766554,4.604293207520341,1.4229622846392966,Iris-versicolor
+58,5.532175337733961,2.6088662591325664,4.415634947465718,1.232505207687972,Iris-versicolor
+59,4.813362788520579,3.3765167600595554,1.7329511507974065,0.1991949355414845,Iris-setosa
+60,6.345416737788608,2.8545359988201096,4.301887892817686,1.2525945782177954,Iris-versicolor
+61,7.9,3.824037678708279,6.474181032861392,2.0324829522524306,Iris-virginica
+62,6.301017516673529,3.3145370752906076,4.726498107577903,1.6124450102311625,Iris-versicolor
+63,5.078623642011477,3.49669613959654,1.387980869006818,0.20062897396079324,Iris-setosa
+64,7.313526179342779,3.0,6.231285140728334,2.0894190675264244,Iris-virginica
+65,7.9,3.771955015615108,6.396370470779456,2.007187224305632,Iris-virginica
+66,4.943126164768694,2.4056340438190897,3.146980855183069,0.9975835040501493,Iris-versicolor
+67,5.106492732262708,3.463299383862817,1.4014648058664532,0.20007257514836746,Iris-setosa
+68,6.206337411437187,3.0985689894463704,4.6163926896664895,1.522556152212318,Iris-versicolor
+69,5.776432986741649,2.8765616993725898,4.526582753154227,1.32490355676944,Iris-versicolor
+70,6.918769037187442,3.09247542278423,5.119224072936892,2.2804856255586428,Iris-virginica
+71,6.303732312494399,2.4204256051640947,5.015131501528521,1.8763253610539046,Iris-virginica
+72,6.000833059878638,3.3927241751300756,4.524202487242434,1.5865733830364634,Iris-versicolor
+73,7.685437454343073,3.0,6.673200802570613,2.0817605709079414,Iris-virginica
+74,7.7089026879989015,2.8034110789363735,6.672253956905453,1.984199216547033,Iris-virginica
+75,4.875980959990759,2.3966397266293673,3.140502970557892,0.9707229428461106,Iris-versicolor
+76,5.626986389219563,3.0,4.131307335803102,1.30812451744435,Iris-versicolor
+77,7.21650752249041,2.8761077856879327,6.178632195872749,1.7672106243037204,Iris-virginica
+78,5.577352427564152,3.0,4.0637091504638665,1.3068864888014098,Iris-versicolor
+79,5.655385032059216,2.8910360951553327,3.9742336583009847,1.2769642920783286,Iris-versicolor
+80,7.70601681986887,2.5911868539902114,6.899998748720792,2.2989456299199316,Iris-virginica
+81,6.152256730050204,3.0483377027398206,4.637009418622426,1.4586439295501834,Iris-versicolor
+82,4.873438566288861,3.0230883232184347,1.460669192864472,0.10000011767595225,Iris-setosa
+83,4.93962647195019,2.0,3.242081317576945,0.9457179352461624,Iris-versicolor
+84,5.791140884398459,2.9037411866275815,4.429092670492564,1.309628155197723,Iris-versicolor
+85,4.617995843178972,3.5986651835420704,1.0000004227400854,0.20016025400164728,Iris-setosa
+86,5.324982305622542,3.682803198713173,1.558505713889285,0.20013277158834425,Iris-setosa
+87,5.2632311006268155,2.767269319233337,4.086374236840214,1.4163921265098542,Iris-versicolor
+88,5.800572217777819,3.0,4.385695608393368,1.514304846581724,Iris-versicolor
+89,5.59057247245044,2.4538915802575603,3.8307498588956452,1.0578854784837077,Iris-versicolor
+90,6.718596711618652,3.3136031661129266,5.710385143988084,2.5,Iris-virginica
+91,4.89838350341138,3.1430078605410148,1.5127395410631828,0.10000012605155487,Iris-setosa
+92,5.761174939943747,3.0,4.420490132037897,1.4775052973627638,Iris-versicolor
+93,5.659935481849312,2.614086795396925,4.301032204500827,1.152343368045427,Iris-versicolor
+94,6.964940063897356,3.2144529704827645,5.666147613270877,2.306851901918887,Iris-virginica
+95,6.689949877784166,3.110556908904145,4.647208551183076,1.492079968063087,Iris-versicolor
+96,5.768975196595669,2.7460889523332033,5.157494951052478,1.891645625222787,Iris-virginica
+97,4.4,2.87692095822147,1.3970009011097544,0.20188783842428928,Iris-setosa
+98,5.53338977916888,2.459152732418495,3.73068301348588,1.0603811609994263,Iris-versicolor
+99,4.400000476271469,3.1115937708981463,1.323161671347617,0.20179835099931456,Iris-setosa
+100,5.070626433069826,3.536000479519542,1.396708879610328,0.20085564377616238,Iris-setosa
+101,6.0167823134830645,2.6736508319567873,5.138503768690848,1.6164393671994048,Iris-versicolor
+102,5.14640563787325,3.791141433045281,1.7104696893324076,0.2011542479533861,Iris-setosa
+103,6.081672107125524,2.606123115373737,5.587019982624307,1.3848985224118566,Iris-virginica
+104,5.482644201311028,3.9,1.3038096124172247,0.47416881914175435,Iris-setosa
+105,4.986173198476429,2.000000542910246,3.0844991540227533,1.017585655168503,Iris-versicolor
+106,5.0805530677468065,3.507722533860729,1.4034476890309187,0.31533401366350133,Iris-setosa
+107,7.590673608183037,3.0,6.595145582102418,2.094834475834992,Iris-virginica
+108,7.359418362058191,2.88634813883422,6.397822013580813,1.819459801283089,Iris-virginica
+109,4.9635925600112,2.0,3.230833586625086,0.9066726251351198,Iris-versicolor
+110,4.400000807165399,3.221861639122569,1.2785895870369435,0.20426378102854484,Iris-setosa
+111,5.338296825828132,3.407893769414938,1.5054266206019524,0.20086786247598268,Iris-setosa
+112,7.710815697967867,2.6016310832716267,6.9,2.3055423525044434,Iris-virginica
+113,4.999257872510933,2.0,3.177443354495482,0.9564957708733817,Iris-versicolor
+114,5.00478575084567,3.6075457942177627,1.3962260294485462,0.2015481862100234,Iris-setosa
+115,7.9,3.7946489131889862,6.4172069961393685,2.0010113930451197,Iris-virginica
+116,5.93093173408537,2.886046675946842,4.5755625971677425,1.4963682435096561,Iris-versicolor
+117,7.291307815116027,2.891624484763333,6.3015755237973385,1.795315730473612,Iris-virginica
+118,4.611046872821597,3.348468765978059,1.4016034539582083,0.296712210111688,Iris-setosa
+119,4.498151313709631,2.3014029067681143,1.2930088556159678,0.2945261382867903,Iris-setosa
diff --git a/iris/tab_ddpm/3_3/19/test.csv b/iris/tab_ddpm/3_3/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/19/train.csv b/iris/tab_ddpm/3_3/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/19/val.csv b/iris/tab_ddpm/3_3/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/2/synth.csv b/iris/tab_ddpm/3_3/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dda518a77b0254ae99dacbb31b8ddd4d206f52dc
--- /dev/null
+++ b/iris/tab_ddpm/3_3/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.05704910655819,2.4769438537269552,5.3243510391672775,1.4698698221519728,Iris-virginica
+1,4.593867503265439,3.6374529230771095,1.0000003929385064,0.20252414085468082,Iris-setosa
+2,6.5245064635539975,3.0,5.503164094225739,1.8083281137460332,Iris-virginica
+3,6.855824184776019,2.787628648861416,4.776141731845176,1.3918060945963766,Iris-versicolor
+4,6.297427422228572,3.390133602402131,5.635122017039419,2.3901820541743204,Iris-virginica
+5,5.031286521325298,2.0000008605534245,3.5324475536370716,1.0129014224293325,Iris-versicolor
+6,4.895977037190683,3.0,1.3992884521840145,0.19803020847070352,Iris-setosa
+7,4.829830574350378,3.374800752537838,1.4953132207047222,0.1996485516279045,Iris-setosa
+8,7.70504962386656,2.5858082949297887,6.899998881848669,2.286463967415519,Iris-virginica
+9,5.776252951249321,2.8864095646040364,4.554324976791402,1.3360752152859297,Iris-versicolor
+10,5.4729606446530275,3.899999382465238,1.3265067148032554,0.45819010893080625,Iris-setosa
+11,6.520606517724468,3.0,5.514364251162819,1.7941663989060421,Iris-virginica
+12,5.730192051989212,2.9705117561997954,3.8227323649490805,1.361019357199594,Iris-versicolor
+13,7.7159809020047865,2.5927784239113008,6.899998881788257,2.2950804145400268,Iris-virginica
+14,5.781094618450693,2.682628236647331,5.098801739837484,1.9115701362396902,Iris-virginica
+15,5.730580840856411,2.853361362949898,4.257095734652583,1.2874807003573234,Iris-versicolor
+16,6.0623743637348815,2.5675997604785876,5.601551755160378,1.3988784824716662,Iris-virginica
+17,4.903495378876205,3.058202143446281,1.4744711511985775,0.10000009690862077,Iris-setosa
+18,7.727969710604174,2.6088809915838587,6.9,2.304159887388195,Iris-virginica
+19,5.082344610295329,3.633114955247119,1.4947663767349528,0.4362208759679944,Iris-setosa
+20,7.740170928023959,2.5986037857332773,6.9,2.3007937908081337,Iris-virginica
+21,6.227877678317188,2.8451293840781133,5.578147292681004,1.7590435926338759,Iris-virginica
+22,6.010715387477648,2.18977694991198,4.9867457004959395,1.5191668169354733,Iris-virginica
+23,6.290683255835286,3.3827074071820857,5.593171438019506,2.406932486862204,Iris-virginica
+24,5.508386759853564,2.597796130130834,4.2504174229437535,1.1657083060632456,Iris-versicolor
+25,5.120250558753238,3.7732052883130494,1.7237655691915406,0.2932663057621067,Iris-setosa
+26,7.70061596363371,2.816170711543343,6.68420429284141,2.0232812172175167,Iris-virginica
+27,5.3995365952736645,3.402406000494648,1.9198757220303313,0.2019208903617513,Iris-setosa
+28,5.129617058145936,3.726988893590339,1.5432225057388955,0.20862345159203666,Iris-setosa
+29,5.634096536567323,3.0,4.1703783633885125,1.318830059668335,Iris-versicolor
+30,4.400000472014205,3.203167931898576,1.2899778791470957,0.18806449278036427,Iris-setosa
+31,4.587569538669229,3.39691284992542,1.3790747971722785,0.31535310888012824,Iris-setosa
+32,5.552819339913489,2.3956039258622988,3.813310351229493,0.998951368523114,Iris-versicolor
+33,4.915512965893907,2.439623223300969,3.3296604633585285,1.043822742231908,Iris-versicolor
+34,7.707210476003278,2.5803313642040955,6.9,2.2929932709252823,Iris-virginica
+35,5.076546864703038,2.000003345598794,3.5881043177364775,1.0606727235704474,Iris-versicolor
+36,4.923737001749319,2.4111693038068376,3.31839186951527,1.0166019768936914,Iris-versicolor
+37,7.9,3.8033610487077283,6.401254146811613,2.0209872966256803,Iris-virginica
+38,6.667395933376836,3.0620188337332586,4.577852879960016,1.4541562840468454,Iris-versicolor
+39,5.3862710580190996,3.4041943864810706,1.4971738322942785,0.36794120002580677,Iris-setosa
+40,5.646649520158235,2.9261977408343576,4.025820007143647,1.3262196025828128,Iris-versicolor
+41,5.3866350215056995,3.9,1.3089995053823427,0.3713701758334362,Iris-setosa
+42,7.532656519809557,3.0,6.517610452851202,2.0806547612832773,Iris-virginica
+43,6.372341975070793,3.2517084831281053,4.733878922535895,1.554363065259336,Iris-versicolor
+44,5.64651109401558,2.8655733253526474,3.7526117056091053,1.2979377094844846,Iris-versicolor
+45,4.929872864490148,2.4226775036536736,3.4073594202558817,1.050505209702566,Iris-versicolor
+46,6.056457451050559,2.609324840788437,5.161026935938128,1.5649612652504827,Iris-versicolor
+47,6.202214873431737,3.3530334603788305,4.611368497513309,1.6421690911392282,Iris-versicolor
+48,6.554820194117006,3.2983237401884855,5.617276530001581,2.3523594448008236,Iris-virginica
+49,4.7922040571876545,3.0,1.3988674191508292,0.2980775335877009,Iris-setosa
+50,5.7332818697904635,2.8120336370371373,4.037368546863551,1.2286817304801256,Iris-versicolor
+51,5.398244753359991,3.899999638470953,1.284131567669069,0.3219484592428401,Iris-setosa
+52,4.9581526926847355,3.4207442864177793,1.571196051345124,0.30572551727488884,Iris-setosa
+53,5.838255917637495,2.8792422038427086,4.538731747703052,1.3288461652879096,Iris-versicolor
+54,5.4105521193435955,3.4045020844040583,1.623629695559897,0.1968697106489709,Iris-setosa
+55,6.54410989229841,3.0,5.846337638609264,2.2158288886241175,Iris-virginica
+56,5.453825753940341,3.89999954561883,1.2926101559529912,0.3667659456053515,Iris-setosa
+57,5.605661124834948,2.566827324299799,4.214695340527009,1.1318289738775795,Iris-versicolor
+58,5.15309969039731,2.628423383868174,3.6626276893678567,1.3555925524492705,Iris-versicolor
+59,6.796284898465683,3.2301622863675115,5.847202306299983,2.3127476414373733,Iris-virginica
+60,7.899997382140166,3.7779978653175035,6.447223945642334,2.0001847202214136,Iris-virginica
+61,5.927642449999146,3.0,4.330047511799232,1.5019348298148774,Iris-versicolor
+62,6.440338545511104,3.2217832310100554,4.712593220341786,1.5330787043187766,Iris-versicolor
+63,6.021759959324596,2.7162713199888042,5.082980409531776,1.5870713601488025,Iris-versicolor
+64,5.347179985044512,3.707029450096845,1.543418278031173,0.21462179424915956,Iris-setosa
+65,4.4,2.91637043282816,1.3963778346470197,0.20055206064628553,Iris-setosa
+66,5.793606334489274,2.896446538633108,4.636036653304794,1.4613603409101719,Iris-versicolor
+67,5.911322147956273,2.8430176072210958,4.7188095618950125,1.5275724160442627,Iris-versicolor
+68,6.237186086650659,3.3247920498779537,4.676915208356644,1.5744710489632,Iris-versicolor
+69,7.6985001222332325,2.6017302705109318,6.89999883228349,2.3126474202894656,Iris-virginica
+70,5.210062030000645,3.4308965192235914,1.403058698993366,0.21338095352618913,Iris-setosa
+71,6.055584798338163,3.359995417291699,4.525345678095571,1.62174259816811,Iris-versicolor
+72,5.997119886443314,2.6143361708893855,5.061027617956801,1.892464441497859,Iris-virginica
+73,5.610089074229826,2.8704405539038533,3.5696297553423015,1.3037365806090782,Iris-versicolor
+74,6.8747986949448965,3.0,5.246201848195297,2.2204009809599956,Iris-virginica
+75,6.265480327577158,2.8615550761454696,5.605161407626099,1.8051170966010106,Iris-virginica
+76,5.049072639902344,2.4950722094570947,3.1153580251364392,1.0919505611752776,Iris-versicolor
+77,5.32548230212633,2.5439334442257486,3.452000556847336,1.1884526961495512,Iris-versicolor
+78,4.516427295481647,2.405802429720752,1.2895909704870587,0.2905545642532579,Iris-setosa
+79,6.095590126790846,2.6030742748033626,5.583220566200975,1.4080885777761936,Iris-virginica
+80,5.002475601674275,2.00000190753196,3.453414056927136,1.0084324613227946,Iris-versicolor
+81,6.720462141336851,2.9752092052698313,4.686334269309055,1.4321516299135468,Iris-versicolor
+82,4.6010957350765045,3.5949373863879774,1.0,0.2037030349626542,Iris-setosa
+83,5.561844685524701,2.4324979388624204,3.7709803457210924,1.0849268700009171,Iris-versicolor
+84,4.8193771901281535,3.4420181907557907,1.3793025727475092,0.2832341195682262,Iris-setosa
+85,6.597221033688362,3.1824721560002853,5.398712006604937,2.063278326274056,Iris-virginica
+86,5.58493975940553,3.0,4.085810457960365,1.3114253418796298,Iris-versicolor
+87,5.361561791324479,2.7220950268888244,3.9249375040302974,1.3459536587606986,Iris-versicolor
+88,6.80417935868394,2.784019018649631,4.758639305927708,1.395391312854705,Iris-versicolor
+89,6.6943406543406025,3.2817149800701224,5.668569815247756,2.091884729425365,Iris-virginica
+90,5.5177795203044715,2.5412285125747482,3.744808699656298,1.0697987707587662,Iris-versicolor
+91,4.912009895385173,2.394309207467216,3.44751068209698,1.0156609937301924,Iris-versicolor
+92,5.218404524907182,3.387884427933948,1.3850788019629925,0.2016494924993048,Iris-setosa
+93,5.588015376950511,2.685895021773552,4.4766182419095975,1.2257872295500707,Iris-versicolor
+94,6.48484546634485,2.8802159923672597,4.407147278803155,1.3101103779271817,Iris-versicolor
+95,6.031626833048768,2.683675931606525,5.052032732514858,1.587259746162992,Iris-versicolor
+96,6.1851333670597715,3.0,4.582158018438526,1.46371822701014,Iris-versicolor
+97,6.273266048697771,2.5664234468159646,5.232386020521107,1.8993532902733228,Iris-virginica
+98,4.592118119919074,3.601886215961676,1.0000004055645753,0.18458696207740588,Iris-setosa
+99,5.252176050588261,2.5416012768284584,3.573394553807668,1.2385512654533053,Iris-versicolor
+100,5.768612271108579,2.900463103593822,4.407524445363888,1.3108522601266803,Iris-versicolor
+101,5.497673561629337,2.465519327160484,3.83219588594893,1.0794110769615652,Iris-versicolor
+102,5.664961070984805,3.0,4.40896514156916,1.4806916815623021,Iris-versicolor
+103,6.679358560209842,3.0359154728263626,4.59521188919239,1.4668051109127247,Iris-versicolor
+104,5.8295274059129625,2.744015942749409,4.289611929400307,1.0806382273003026,Iris-versicolor
+105,6.378642566927552,3.0,5.707708998608374,2.1751785167679887,Iris-virginica
+106,4.4,2.921978553784227,1.3827913360890942,0.19373536054511742,Iris-setosa
+107,5.073756229504616,3.7980674792651192,1.4979998663713505,0.19995132871331966,Iris-setosa
+108,5.7995819220197244,2.665472698331042,3.9838776423957705,1.0919730819938027,Iris-versicolor
+109,5.421095183543724,3.4061233327360676,1.5214150813296925,0.4046908955049499,Iris-setosa
+110,5.357849431593672,3.5410818382844265,1.4917343915256978,0.3466917084627833,Iris-setosa
+111,7.708654165971009,2.601737059089856,6.9,2.298831012126919,Iris-virginica
+112,6.02817793615058,2.9037987399843033,4.541355771701179,1.5024396195405678,Iris-versicolor
+113,5.497447813767975,2.5933885913952226,4.409842503092355,1.216822840692084,Iris-versicolor
+114,4.741805265359319,3.0,1.3976828579585225,0.3497759850637076,Iris-setosa
+115,4.4,2.847620984345907,1.4005762789159055,0.1995592978188404,Iris-setosa
+116,5.209955405815873,3.40130777611179,1.3995890010371081,0.2044925579519161,Iris-setosa
+117,6.6713745430466105,2.505993028681595,5.751265017908863,1.7594271549794425,Iris-virginica
+118,6.077783853468651,2.6087876480044856,5.584940987005253,1.4077715651665303,Iris-virginica
+119,5.289555696966613,3.720399716509746,1.5126959724994091,0.2009229288365943,Iris-setosa
diff --git a/iris/tab_ddpm/3_3/2/test.csv b/iris/tab_ddpm/3_3/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/2/train.csv b/iris/tab_ddpm/3_3/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/2/val.csv b/iris/tab_ddpm/3_3/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/20/synth.csv b/iris/tab_ddpm/3_3/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8cda4a1dd01f18e3ebe7a07d6cb1981f8c57dc38
--- /dev/null
+++ b/iris/tab_ddpm/3_3/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.252934872461844,3.325556953363469,4.639148879183456,1.6414039214425247,Iris-versicolor
+1,5.500298401903143,2.925513714270234,4.330463977912573,1.4410733242528981,Iris-versicolor
+2,6.62030313829475,3.261964098748869,5.617546940772251,2.0311257142100367,Iris-virginica
+3,7.706613180433098,2.6195497827721117,6.9,2.295228055043325,Iris-virginica
+4,5.256006346159112,2.7071550767057158,3.9960100043209565,1.3955184720164695,Iris-versicolor
+5,7.721387662962039,2.6148930408978814,6.9,2.3134081125684047,Iris-virginica
+6,5.60920751364301,3.0,4.170214503622898,1.3203547884093414,Iris-versicolor
+7,6.684534231343379,3.3162462907760233,5.707401022484335,2.4999996317798567,Iris-virginica
+8,5.606872952337388,2.978637729416765,3.8570783845138084,1.307590312933036,Iris-versicolor
+9,5.420176581532306,3.403565431634714,1.7061377441144114,0.20383652721940546,Iris-setosa
+10,6.549145134944995,3.191627014353982,5.127478961904369,2.0275830563301436,Iris-virginica
+11,6.51706207094164,3.2007626371518487,5.20541615583091,1.9702175472814671,Iris-virginica
+12,4.981564636089042,2.0,3.2713403426944643,1.0469032735132906,Iris-versicolor
+13,5.853300044228073,2.8927444012569916,4.492115807660438,1.320176257252772,Iris-versicolor
+14,7.704859261563453,2.6313554815784874,6.9,2.296227515305727,Iris-virginica
+15,4.4989664135139344,2.299626975462926,1.2811493557915297,0.31900565643977646,Iris-setosa
+16,6.295971649633287,2.4518869296950605,4.962922518222799,1.8836547580940088,Iris-virginica
+17,5.9664697169068575,2.7346255782747897,5.080876159229289,1.6039492761914593,Iris-versicolor
+18,6.795125028995984,3.1938024223054513,5.8215327973482065,2.2716207816747285,Iris-virginica
+19,6.266214271473405,3.3918152283796847,5.608576493619262,2.4055240161177265,Iris-virginica
+20,5.707698705037868,2.820971958874989,3.9738998271001806,1.244455731856845,Iris-versicolor
+21,4.591271342794101,3.6077828403973395,1.0000003966040882,0.20446117172773465,Iris-setosa
+22,5.654744875982083,2.4683602107530853,3.9025738913713486,1.0300743749223578,Iris-versicolor
+23,4.899822804232253,3.07269547041832,1.4799625757871442,0.1,Iris-setosa
+24,4.947251951961121,2.469840091111568,3.2274061212335563,1.0322011166969136,Iris-versicolor
+25,6.012531298551874,2.794339427821099,4.551960383830765,1.1881845595111078,Iris-versicolor
+26,6.80502677467973,3.0,5.304653530389664,2.2410770348445035,Iris-virginica
+27,4.4,3.1981583600525,1.2845169086605657,0.19738639905848415,Iris-setosa
+28,5.19031494547934,3.42579604445603,1.4004036828644861,0.203335703531548,Iris-setosa
+29,6.43306571432897,3.0995518230427836,5.1597195723007365,1.9551751089195113,Iris-virginica
+30,6.140251220778297,3.0045645971777595,4.635684786530673,1.448070762012151,Iris-versicolor
+31,5.880622747567661,2.9192628830076073,5.122125573156918,1.8616875328315317,Iris-virginica
+32,6.196042313756952,2.1847465037064944,4.4901885942306325,1.5055912123854076,Iris-versicolor
+33,6.648280488068651,3.3342822030007913,5.634604888353201,2.075710073036679,Iris-virginica
+34,7.658459323994574,3.0,6.622954242882206,2.088050904896518,Iris-virginica
+35,5.0960080140945285,3.7959261345519515,1.499635343242483,0.20293922306999165,Iris-setosa
+36,5.384757534365514,3.9,1.2764058935952283,0.3391973635108141,Iris-setosa
+37,7.68314570123906,2.5982147515803593,6.899998688433581,2.303640106946971,Iris-virginica
+38,6.388926393637725,3.0538458184641533,5.051345485190336,1.8463984061974608,Iris-virginica
+39,6.323578424358878,3.394247657416857,5.582114965507466,2.4080355298551046,Iris-virginica
+40,6.698124871806023,3.2983638242377364,5.737976258277658,2.5,Iris-virginica
+41,5.546504319281702,2.428896340725151,3.752128382428086,1.0272493505392275,Iris-versicolor
+42,5.9092986116968005,2.9469407633162445,4.482314145890256,1.3450268161508516,Iris-versicolor
+43,5.934499711759193,3.1238549190630684,4.343459758701777,1.4932222611671622,Iris-versicolor
+44,6.463492391028754,2.5315431501869163,4.461510649039542,1.330766104583302,Iris-versicolor
+45,6.088403829040235,3.404758571101743,4.5738045481723635,1.612494302524065,Iris-versicolor
+46,4.9766783846792375,3.6385314642289655,1.404107773704177,0.20213063813938342,Iris-setosa
+47,5.858628339957189,2.807572681081665,5.102093031590296,1.879968255854371,Iris-virginica
+48,4.4,3.253256671573459,1.298494605320434,0.1924458327652367,Iris-setosa
+49,5.363457566809806,3.407251040881445,1.4987380846385998,0.4106470626171722,Iris-setosa
+50,6.701887172130012,3.3199131096566235,5.724986941367968,2.499999603245155,Iris-virginica
+51,7.701891757148296,2.6032798196055578,6.9,2.3045239450131816,Iris-virginica
+52,6.33377278597867,3.3848082125748418,5.6192039326212635,2.4037647349891884,Iris-virginica
+53,6.002698841941011,2.703982245536431,5.052246325343872,1.5999394478797904,Iris-versicolor
+54,5.771802522545608,2.769901590807572,5.154040297385499,1.8989058306245499,Iris-virginica
+55,4.768680539815574,3.401427113019509,1.5956597920079643,0.1973496179327751,Iris-setosa
+56,6.115694964975753,2.6045587673502575,5.59309199192405,1.4237445438611087,Iris-virginica
+57,5.450085860885433,3.4731698357743737,1.6459230899657824,0.19890954633647223,Iris-setosa
+58,7.706786869161924,2.8507186730661203,6.661414247473614,1.968681313884748,Iris-virginica
+59,6.810066175137213,3.205399413319857,5.873015073184922,2.2994199878572994,Iris-virginica
+60,6.492940872058261,2.9381263314071213,4.343723233773572,1.3319755127799446,Iris-versicolor
+61,6.6956522173881785,3.298045979628133,5.702970298153227,2.5,Iris-virginica
+62,5.051319870856575,3.377264741159594,1.5120514373906826,0.4401911642970291,Iris-setosa
+63,6.309107985611107,3.324396180159664,4.731682950528812,1.6032477700966101,Iris-versicolor
+64,7.7147086500809925,2.61130609895846,6.9,2.303301967467822,Iris-virginica
+65,6.082876295676794,2.607176124021242,5.5910430105129745,1.3975922859057377,Iris-virginica
+66,7.369833736052435,3.0,6.3147868611690665,2.0764277495290133,Iris-virginica
+67,6.798272821478473,3.0,5.453234377791103,2.1614184252604813,Iris-virginica
+68,5.149193564986209,3.379837402356351,1.3945364015228152,0.19947275201112785,Iris-setosa
+69,5.47461422640131,2.3988759644683544,3.6999193177163003,1.0240385702858894,Iris-versicolor
+70,7.700044689787608,2.5523594837469723,6.9,2.3038290582073455,Iris-virginica
+71,5.637370227274132,2.8674752556969834,3.6892249141233515,1.2701345397410349,Iris-versicolor
+72,4.876108904417181,3.0519479480122667,1.452817459512782,0.1,Iris-setosa
+73,6.07809733015023,2.8418628261092045,4.6684767643658045,1.2347806877161083,Iris-versicolor
+74,5.07649095630083,3.3539491208413503,1.4946417889600865,0.3597058288462931,Iris-setosa
+75,6.443102644317661,3.0,5.829970007389164,2.2007412862031965,Iris-virginica
+76,7.688862190780578,2.8411561833611887,6.697876837091391,1.999321602904517,Iris-virginica
+77,4.778131108190502,3.0,1.3485213838336145,0.1,Iris-setosa
+78,5.665673534373631,3.0,4.375960322720075,1.4980078430577328,Iris-versicolor
+79,7.708803479853414,2.612168395174239,6.899998922687621,2.3156141911992174,Iris-virginica
+80,6.687963605409237,3.0901377560175627,4.650717695078843,1.479674965466008,Iris-versicolor
+81,5.861788038640647,3.115770077455414,4.276559579117334,1.5063026466047855,Iris-versicolor
+82,6.317871430118126,2.5098225919778043,5.000195950692274,1.9179571101824373,Iris-virginica
+83,5.616032460926138,3.7799738552620674,1.5000459213134836,0.2988195708574703,Iris-setosa
+84,5.67107281097767,2.7038718753012194,4.556235016854248,1.2354699434815042,Iris-versicolor
+85,7.639167510716784,2.77404477366499,6.639928715991891,1.9651344800378419,Iris-virginica
+86,4.84681553034972,3.0,1.4360705522992956,0.10000010774710066,Iris-setosa
+87,6.090285008469851,3.0002133192829024,5.04881384264011,1.8781689346317179,Iris-virginica
+88,4.904393754454152,2.4257607938813117,3.439620152444375,1.0056358275404538,Iris-versicolor
+89,5.2083325611573645,2.6223464870958217,3.5999888657405554,1.327449802856917,Iris-versicolor
+90,6.793836189148745,2.803272929484252,4.793766276818983,1.4101952624287706,Iris-versicolor
+91,5.396205769887656,3.6807018236737226,1.595208298450895,0.19244268126978736,Iris-setosa
+92,6.673392066499522,3.2632221353216977,5.712355017368449,2.4999996308893895,Iris-virginica
+93,7.1387225563759085,2.931351595986187,6.108539959390028,1.811259908787431,Iris-virginica
+94,7.063109344099365,3.112490252715259,5.246384957770917,2.295141317032521,Iris-virginica
+95,7.9,3.8067114338909254,6.387953782938378,2.012804566627418,Iris-virginica
+96,4.623834007024143,3.3934697353148517,1.3735866658596558,0.27804732465100307,Iris-setosa
+97,6.213088845100589,3.2997916671463465,4.644222237966371,1.5985284123989847,Iris-versicolor
+98,5.807199924301256,2.706888534383889,4.113135450932026,1.0520633504234633,Iris-versicolor
+99,5.916939142516805,3.0,4.195339681844763,1.5067385999340581,Iris-versicolor
+100,5.734602817216638,3.0,3.9783218684736,1.3763877817135242,Iris-versicolor
+101,5.608558385476324,3.0,4.516756529779726,1.5114448177232045,Iris-versicolor
+102,6.694370099190492,3.0,5.864618661135575,2.151736061931348,Iris-virginica
+103,6.12181731563466,2.5713894882578865,5.564483724487392,1.4273490124643184,Iris-virginica
+104,4.813534455988027,3.0,1.4027916310028445,0.2982222478184061,Iris-setosa
+105,7.280377807775579,2.8722892209987156,6.277027617565694,1.7944575913110727,Iris-virginica
+106,4.974640414156402,2.0,3.5175853143197218,1.0003621826502989,Iris-versicolor
+107,7.6858980621811535,2.592084045240336,6.9,2.306999443551333,Iris-virginica
+108,5.88777668104677,3.0,5.090359479540445,1.8049698772225191,Iris-virginica
+109,5.31397160666034,2.397861525246186,3.266287829619456,0.9369730449161149,Iris-versicolor
+110,6.022720752547455,2.952196476523257,4.572819799256381,1.5017637812993767,Iris-versicolor
+111,5.191785557942493,2.644842702410334,3.7419593258705763,1.3710929339848361,Iris-versicolor
+112,5.410268140923452,2.6029727132012064,4.325284317856532,1.2271960997714026,Iris-versicolor
+113,5.606213796273267,2.8814466448774305,3.825932871907432,1.274396372405196,Iris-versicolor
+114,5.3356196922719334,2.639437540803332,3.673770155684584,1.3356614798958923,Iris-versicolor
+115,6.458617708671262,3.401851857927874,5.600919788219888,2.2204091938051587,Iris-virginica
+116,6.167421952591549,2.2662291807945065,4.315742962633047,1.2403509262173844,Iris-versicolor
+117,5.6632712233054825,3.789394066444514,1.7807140768189411,0.2998701623596868,Iris-setosa
+118,6.022683845675064,2.683075183626537,5.10352939957651,1.5300665096073867,Iris-versicolor
+119,5.611959849785261,3.0,4.0368082685339335,1.3037597666056944,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/20/test.csv b/iris/tab_ddpm/3_3/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/20/train.csv b/iris/tab_ddpm/3_3/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/20/val.csv b/iris/tab_ddpm/3_3/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/21/synth.csv b/iris/tab_ddpm/3_3/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..825786c1621d2bad0f0f4c9d0134a63eeb7f42ac
--- /dev/null
+++ b/iris/tab_ddpm/3_3/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.522954880921016,3.159201917891441,5.190523301916622,2.012135858119888,Iris-virginica
+1,5.729450186669066,3.781868182592392,1.4968675536514058,0.29712764327254093,Iris-setosa
+2,6.3109278018504575,2.439679110208278,4.832053662265812,1.496792364558032,Iris-versicolor
+3,4.4,2.924189283627231,1.386521009340731,0.19783822568676457,Iris-setosa
+4,7.700182724485318,2.7760091298098577,6.720697456019535,2.0308793943222856,Iris-virginica
+5,7.394517643850205,2.9188037535092857,6.421822819073786,1.8565198132089242,Iris-virginica
+6,4.8342251574943385,3.3428588137621955,1.4972076182952816,0.19874850595338522,Iris-setosa
+7,7.691148153788579,2.7776490626622996,6.697692287594369,2.011738674003512,Iris-virginica
+8,5.208866478304964,3.4084509713909465,1.3713095615167352,0.19907368051131444,Iris-setosa
+9,5.339397082525089,3.407899376395719,1.6711399906308007,0.4081789216802332,Iris-setosa
+10,5.705911969452469,2.8068727989583557,4.239430089094914,1.1498918723678266,Iris-versicolor
+11,5.887531189152442,2.8655990509426363,4.534662080394914,1.2914042247673398,Iris-versicolor
+12,6.8179994380465905,3.102612284655869,5.174168589903798,2.2941431012925575,Iris-virginica
+13,5.900473842297436,3.0,5.16008891192001,1.7895432212064615,Iris-virginica
+14,6.482682867812087,2.945832770881012,4.305660486358467,1.3339051913369397,Iris-versicolor
+15,6.809178523079996,3.0,5.565988073813863,2.06527793663764,Iris-virginica
+16,6.8258826381180615,2.7992444328610495,4.765415136157658,1.393564261523954,Iris-versicolor
+17,4.903038180402688,2.410650385781248,3.3326851444641283,0.964747827253297,Iris-versicolor
+18,4.7638927836410705,3.0,1.3641162400789735,0.1,Iris-setosa
+19,7.475074371410276,3.0,6.469685992868808,2.10827604256061,Iris-virginica
+20,4.890893753941141,3.0972834727845573,1.4974692166807049,0.1000001159264047,Iris-setosa
+21,6.7338596789404885,3.1135797741811158,5.137503854065418,2.192952199943575,Iris-virginica
+22,5.824626528421826,3.0,4.324310193365826,1.5023229449692306,Iris-versicolor
+23,4.789476581672429,3.0,1.3829990247491388,0.29503530090402785,Iris-setosa
+24,5.434220224332631,3.9,1.2928949173987925,0.3747168439301706,Iris-setosa
+25,5.086639583443399,3.6684562930418108,1.5669891436963617,0.482746064736667,Iris-setosa
+26,4.898290631670805,3.1091292282596337,1.48396952868524,0.1,Iris-setosa
+27,6.108839396979933,2.6038935264575667,5.588374945276709,1.388885725731775,Iris-virginica
+28,6.32543645090162,3.4027873284215624,5.628699678683901,2.4010587113699406,Iris-virginica
+29,4.997250595248053,2.000000854810583,3.3318344501220594,1.0251580468542074,Iris-versicolor
+30,4.40000055384459,2.9280232493475307,1.363455306773636,0.19839304207755837,Iris-setosa
+31,5.529303815600009,2.9381360854598704,4.431820220148128,1.4069689843059292,Iris-versicolor
+32,6.313535831027518,3.3867719418425724,5.60529107601204,2.400312289008898,Iris-virginica
+33,4.767095179157033,3.3904900175494666,1.7307464349257984,0.1848196545881418,Iris-setosa
+34,4.7193426506889695,3.4010450824401253,1.422827589126475,0.29362372956200267,Iris-setosa
+35,4.581154354606732,3.598659669886651,1.0,0.1973018687441253,Iris-setosa
+36,6.0330757030819635,2.7729368060014314,4.611966687332816,1.1425217458692354,Iris-versicolor
+37,5.789844207150598,2.811392940010541,5.07600252897178,1.9106998693350652,Iris-virginica
+38,5.21260666986623,3.7708189837197414,1.6528293369560714,0.2024801310292351,Iris-setosa
+39,6.919120303519924,3.1833388564099057,5.720300648836824,2.284251401416593,Iris-virginica
+40,4.891402721154149,3.072557111485849,1.484918669826573,0.10000011877316373,Iris-setosa
+41,6.28612155172998,2.315416432244489,4.413950621254317,1.292217473239697,Iris-versicolor
+42,5.591170816883614,3.781748458171594,1.5666332886388372,0.282921088201293,Iris-setosa
+43,5.528935537821448,2.5648545647668732,4.290200073925203,1.1680448829101142,Iris-versicolor
+44,6.8056516529464774,3.0,5.440858581298369,2.1496780612270805,Iris-virginica
+45,6.3879730293852885,2.897337916839061,4.289374574917084,1.3078065897821656,Iris-versicolor
+46,5.110205157530033,2.4854888644711175,2.9460381450486643,1.0660657256163164,Iris-versicolor
+47,5.133557788426209,3.786353789402704,1.6248792658530615,0.20226008702859605,Iris-setosa
+48,7.686753618876554,2.8156509452888274,6.697379894564075,2.024733455483075,Iris-virginica
+49,6.296093221238639,2.5117331959574773,5.009929179775727,1.9166071442956052,Iris-virginica
+50,4.8824464317110765,3.0,1.400788895271607,0.20216123677261488,Iris-setosa
+51,5.822660919171452,2.9793220126297073,4.368238614004102,1.4423742972026803,Iris-versicolor
+52,5.650942140209045,2.7870991627699353,4.419881218723528,1.3006394568165205,Iris-versicolor
+53,6.3757922706745935,3.270146787331552,4.709462740571343,1.5465452206333168,Iris-versicolor
+54,4.5989558913736035,3.584253154342114,1.0000003833419988,0.2049949626557347,Iris-setosa
+55,7.723865505179173,2.5933535798616774,6.9,2.270588322220082,Iris-virginica
+56,4.9178353723044985,2.3890172675896695,3.2037971103963514,1.0190170118431725,Iris-versicolor
+57,4.509011072370557,2.2809174314754874,1.316085640557028,0.395291018746189,Iris-setosa
+58,4.493343250478157,2.3523715210261726,1.288307835332202,0.2976646184270577,Iris-setosa
+59,5.093116975950757,3.7111217420005773,1.489648668749932,0.40372303387356184,Iris-setosa
+60,6.302685501802886,2.5189869113745713,5.018711207580725,1.9338111780480969,Iris-virginica
+61,4.897873217490918,3.0,1.406838235726528,0.20208426112665287,Iris-setosa
+62,5.001686702341864,2.000000651494402,3.5745868371336775,0.9618100941505567,Iris-versicolor
+63,6.453022827493055,2.961995230546065,5.530153679832883,1.829674454632991,Iris-virginica
+64,5.143320311112725,3.4567406027617813,1.5265899832437089,0.47021509343776335,Iris-setosa
+65,5.53131926980778,2.4172808420683194,3.6730930310573213,1.0350711591350685,Iris-versicolor
+66,6.712988729281995,3.2864240098906783,5.713470501354285,2.5,Iris-virginica
+67,6.036870444628833,3.197689175931606,4.542036891474298,1.516255783862684,Iris-versicolor
+68,6.153897096163352,3.350493220198105,4.589053807031444,1.6228901280872943,Iris-versicolor
+69,4.884387166668164,3.044183556075705,1.4738184485508705,0.1,Iris-setosa
+70,5.0681528837450305,3.6868503201330323,1.4496534727611838,0.2096837359562227,Iris-setosa
+71,4.997176384604601,3.4120967028166804,1.9455170347511743,0.3387337864573479,Iris-setosa
+72,6.25992476672807,2.2800521233234594,4.410510015696586,1.3277970617275654,Iris-versicolor
+73,6.530627240061857,3.244701284838149,5.387695093424376,2.0177701372960963,Iris-virginica
+74,6.165238599986601,3.3469055024900385,4.618724133902274,1.6101028989969006,Iris-versicolor
+75,5.852788448579014,2.96409942935216,4.5498401004925215,1.3494800907574231,Iris-versicolor
+76,7.899998680907083,3.7975992918059314,6.4407339563674455,1.9851602691803063,Iris-virginica
+77,7.021075733512025,3.2375068599118477,5.643778720888205,2.3041412429732975,Iris-virginica
+78,7.073059316982093,2.9340251910122976,5.957450552618704,1.7872568850287114,Iris-virginica
+79,6.892057049740971,3.1150672722550476,5.076689745520879,2.30616587050874,Iris-virginica
+80,7.609993105244779,2.9966783226166465,6.600402468921292,2.0373278158321977,Iris-virginica
+81,6.4554339953165405,3.0,5.756219754113721,2.1835955774694065,Iris-virginica
+82,6.8492888684752575,3.099363978982224,5.114230607246251,2.265356644405826,Iris-virginica
+83,7.697625306889634,2.5973879386165972,6.9,2.306688359627294,Iris-virginica
+84,7.899997960553536,3.795125910248748,6.324224892755988,2.0060320311374076,Iris-virginica
+85,7.7109552044558605,2.587958158452312,6.9,2.3027058318209974,Iris-virginica
+86,5.622896270769669,3.0,4.0036138564511194,1.2745604752381892,Iris-versicolor
+87,6.269644210652454,2.299557524264144,4.378802496426148,1.2732415118351785,Iris-versicolor
+88,5.054866609081158,2.0000019724657796,3.4733745128858557,1.0360120741669259,Iris-versicolor
+89,6.8059989390853515,3.0,5.3803578222374915,2.168687193635485,Iris-virginica
+90,6.406829981418774,2.8953270879727944,4.324638767525905,1.292586542937483,Iris-versicolor
+91,4.850693136452578,3.0,1.403259274625299,0.29939672525280203,Iris-setosa
+92,5.266955030605839,2.7540598603022737,4.118634614169959,1.4130572312324512,Iris-versicolor
+93,4.893883166157907,3.100622049147513,1.4777626968342787,0.1,Iris-setosa
+94,5.452890647393761,2.500991635971962,3.71196685320401,1.0476721157956117,Iris-versicolor
+95,4.902148770416839,3.1100046052202095,1.7647651386855372,0.10000010824995433,Iris-setosa
+96,5.049153870928188,3.450835764091089,1.4912748786423118,0.39753186883747976,Iris-setosa
+97,7.899998387366778,3.789064511982331,6.471384710155339,2.018427048713523,Iris-virginica
+98,5.460470166795894,2.3696685694169393,3.6789650377694114,1.0143765636906183,Iris-versicolor
+99,6.100449958341086,3.0,4.607068508946245,1.3965349362731199,Iris-versicolor
+100,4.790536958423194,3.0,1.362952575425554,0.33764035877645393,Iris-setosa
+101,7.7144273484138655,2.594471937165496,6.9,2.302536036670642,Iris-virginica
+102,6.689176401391121,3.2680726403945557,5.681753440185557,2.5,Iris-virginica
+103,6.321662579169909,3.406953574443506,5.567250606241738,2.3908260196488107,Iris-virginica
+104,6.6039312125832526,3.0,5.740680698428705,2.135515164094343,Iris-virginica
+105,6.300915595356508,2.856892925535334,5.564848740721401,1.7123654728155158,Iris-virginica
+106,7.389063985389343,2.9195641583892717,6.4232209352000265,1.8688860395584468,Iris-virginica
+107,5.369563865118637,3.9,1.2914730469718503,0.38708463290230527,Iris-setosa
+108,6.713521862694004,3.300530383815938,5.709111716737644,2.499999539860336,Iris-virginica
+109,5.63200929342858,2.502696299314979,3.93602634871503,1.1054688296386077,Iris-versicolor
+110,6.021478584456201,2.6949285693307736,5.088651579578345,1.5844482260951325,Iris-versicolor
+111,6.29265649776416,2.311089830669038,4.797767750035009,1.4946985884448645,Iris-versicolor
+112,5.3701181467995,3.9,1.3076174513338914,0.4461563904361101,Iris-setosa
+113,5.870863036219549,2.699831955913862,5.10324101670211,1.8681865586045718,Iris-virginica
+114,5.884201269031561,3.0,4.2340707445833505,1.481936545581144,Iris-versicolor
+115,5.409294708217736,3.3964778222423684,1.6863160755477253,0.20246636018476288,Iris-setosa
+116,4.866390190593346,3.0,1.4013854392804712,0.2953497725984682,Iris-setosa
+117,5.364382672073088,3.3842844810070822,1.6818701454781522,0.2147147557558572,Iris-setosa
+118,4.4,2.919592860695037,1.3639207635021708,0.20438090563071165,Iris-setosa
+119,4.851887137480035,3.0,1.3857089163430052,0.22524300860575086,Iris-setosa
diff --git a/iris/tab_ddpm/3_3/21/test.csv b/iris/tab_ddpm/3_3/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/21/train.csv b/iris/tab_ddpm/3_3/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/21/val.csv b/iris/tab_ddpm/3_3/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/22/synth.csv b/iris/tab_ddpm/3_3/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d003a31251582e9038ee034c68f8ef1293431a25
--- /dev/null
+++ b/iris/tab_ddpm/3_3/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.170029411596513,2.7029036653401586,5.580672943295068,1.535743096047515,Iris-virginica
+1,5.943763949917643,2.8364623429143894,4.647655938929899,1.4916275842659479,Iris-versicolor
+2,5.726728953848188,3.797985430996306,1.7588688839562316,0.38905503381159656,Iris-setosa
+3,5.6273068009614775,3.0,4.534712589469881,1.4928685145023395,Iris-versicolor
+4,4.96609054134897,2.0,3.2346710206614713,0.937829886560454,Iris-versicolor
+5,7.284999232085177,2.8897294636804793,6.278371817738535,1.795634101690445,Iris-virginica
+6,5.330276394183836,3.772863413555244,1.667539176076339,0.37737416475803437,Iris-setosa
+7,5.386542146751262,3.9,1.3140189049026052,0.45402704186569276,Iris-setosa
+8,6.114319680870716,2.810328754706194,4.552963598923615,1.166281369099256,Iris-versicolor
+9,6.67435597085577,3.287767251905926,5.715309724805439,2.115748763592838,Iris-virginica
+10,6.007045092838592,2.8566757873951536,4.569865168708851,1.4892178817619175,Iris-versicolor
+11,5.83628497643001,3.0,4.363995362769816,1.505597775968427,Iris-versicolor
+12,5.739758531814072,2.852091324895908,4.485635448135048,1.31330688573516,Iris-versicolor
+13,6.117919809214803,2.6046402015705494,5.603076119338908,1.3940391104097836,Iris-virginica
+14,5.127309180542292,3.5011782155695843,1.3849539491416691,0.3133091600030793,Iris-setosa
+15,6.000062221030603,2.6744354672725934,5.204242123360497,1.5760596440013803,Iris-versicolor
+16,4.84133528346362,3.0,1.4395257820093024,0.10000009311881089,Iris-setosa
+17,6.709572405390096,3.095607465278115,4.663873873329124,1.5061231580921153,Iris-versicolor
+18,6.597686383530312,3.0,4.399635559219461,1.3976938102142331,Iris-versicolor
+19,5.720141902184631,2.6465004035252515,3.9988886742847853,1.0436006664174173,Iris-versicolor
+20,6.602258262188664,3.0,5.5036812529473105,1.9033972942309596,Iris-virginica
+21,5.190081670781519,2.6875102421144543,3.899337409487859,1.4022840570148387,Iris-versicolor
+22,6.704516159530422,3.2948856847187047,5.685747867760835,2.5,Iris-virginica
+23,6.613486142068553,3.16514527212526,5.150633082263557,2.062470372019178,Iris-virginica
+24,5.349125087463854,2.4574011223106185,3.4468196261192388,1.0773506315738115,Iris-versicolor
+25,5.925971184263512,2.822596481414943,4.658737439888591,1.3652874355232205,Iris-versicolor
+26,7.6105630861967635,2.855307996604156,6.614161550100615,1.9526734224227627,Iris-virginica
+27,4.790401843886572,3.0,1.3555836748262922,0.10000013994269391,Iris-setosa
+28,6.716477894716574,3.30704222270549,5.748667409601703,2.5,Iris-virginica
+29,4.594083651055946,3.4047516344424174,1.3768156077557734,0.30060544591676464,Iris-setosa
+30,6.68054991963773,3.089714391262972,4.6666635537238275,1.5033703934579106,Iris-versicolor
+31,5.694031649340172,2.8046299846931855,4.502597000543929,1.3290185184480483,Iris-versicolor
+32,6.079693436490104,2.594535105496743,5.074684671729624,1.5618634476225663,Iris-versicolor
+33,5.357053005409893,3.4024137521745077,1.570516603876409,0.20617006687941328,Iris-setosa
+34,6.740032043648403,3.2711183292668986,5.741534675344324,2.130303484674198,Iris-virginica
+35,4.98538409967839,2.000000591194283,3.479953658982815,0.9375578122792676,Iris-versicolor
+36,5.592759681035319,2.91035528287192,3.5633636820934402,1.3153599155511977,Iris-versicolor
+37,7.434969532644386,2.9427841796171976,6.414858970182184,2.0081980031961835,Iris-virginica
+38,6.887083936155443,3.0839476271998363,5.096098933132818,2.2814344628387007,Iris-virginica
+39,4.903286531613896,3.4439085122542847,1.4816656218715771,0.20149631467379153,Iris-setosa
+40,5.622069524920731,2.5179181120434966,3.9775387336835935,1.0957392630306275,Iris-versicolor
+41,5.914601338318516,2.957748658618312,4.452266095735665,1.4858000897950294,Iris-versicolor
+42,6.667959777712814,3.1128390998988285,4.705263827616961,1.5200572142524449,Iris-versicolor
+43,5.960298384348729,2.9434583083026915,4.548632166281621,1.3375871094284595,Iris-versicolor
+44,6.0065195861516445,2.7040477209221794,5.097207616810278,1.572900164758483,Iris-versicolor
+45,5.768281364492786,2.883816218428898,4.322853947867989,1.3107322782772168,Iris-versicolor
+46,5.198798097531921,3.422786641034908,1.40202853021032,0.20100357005488842,Iris-setosa
+47,6.213539327476043,2.2341351209850124,4.484549654571201,1.4378296767068257,Iris-versicolor
+48,6.285417163922221,2.3556644915404346,4.741225605435798,1.4978196321667419,Iris-versicolor
+49,7.9,3.8024849305989483,6.393938502789455,1.979102589457661,Iris-virginica
+50,5.01923153019913,2.0000011396895885,3.610171998835537,0.9966388296372035,Iris-versicolor
+51,6.291385610734302,3.3934376399228086,5.634477027406631,2.3951877572176716,Iris-virginica
+52,6.068594735250471,2.2669994079364817,5.045127785909791,1.555671488666935,Iris-virginica
+53,4.930744466261306,3.3998338886721124,1.8378662395420189,0.2960393735311188,Iris-setosa
+54,5.198484113409591,3.3911349162987747,1.372227805933032,0.19583246830828274,Iris-setosa
+55,6.01887100547964,2.1986259198959903,4.997046348180223,1.5075807451136123,Iris-virginica
+56,5.97216199933557,3.0,5.101095537486605,1.8317421523522135,Iris-virginica
+57,4.907264904343398,3.0,1.3989704377266354,0.1982723070755306,Iris-setosa
+58,5.938539131853518,2.84914612155358,4.4187070267183515,1.302596934817852,Iris-versicolor
+59,6.665499467834657,3.3269379027092634,5.688220263275419,2.4999996284991193,Iris-virginica
+60,6.288798827326265,2.851225416179686,5.56074456488675,1.7953218541996887,Iris-virginica
+61,5.8693443558456115,3.0,4.121608816863095,1.4821551884947834,Iris-versicolor
+62,5.12138550746686,3.7784074142062103,1.4933931174177362,0.2032327479577333,Iris-setosa
+63,7.686494284300949,2.5923528421698596,6.899998945185516,2.2962346009208163,Iris-virginica
+64,6.709753591508127,3.283458643895245,5.707887929089626,2.076124570967317,Iris-virginica
+65,6.692566965464638,3.2692750521108116,5.674223584340223,2.5,Iris-virginica
+66,6.654085999415597,2.4745564841157064,5.776095101545475,1.7551099169050393,Iris-virginica
+67,5.987329252063073,2.6926460708161137,5.116660281247683,1.5892202478609594,Iris-versicolor
+68,4.639436579947719,3.408883834912985,1.4123323890637576,0.3345560340728039,Iris-setosa
+69,5.413821297195996,3.762054980675953,1.5785631588568267,0.22270448223689174,Iris-setosa
+70,6.016403224998145,2.6686778576014363,5.126323480616578,1.5455796967697393,Iris-versicolor
+71,4.509072874125115,2.3430030788191747,1.2946381578195916,0.3000088811974004,Iris-setosa
+72,6.407204030843248,3.0,5.774530023678986,2.0785072755631306,Iris-virginica
+73,4.400000466798557,3.0,1.315860837442002,0.1991852146927824,Iris-setosa
+74,5.504127762009846,2.433282666000837,3.673613502847977,1.0324692664699542,Iris-versicolor
+75,4.816948093350287,3.0,1.4025149748162973,0.10000010512695126,Iris-setosa
+76,6.785569744053626,2.798754939982678,4.814354653140187,1.3945547200033623,Iris-versicolor
+77,7.25460755595294,3.0576960960214192,6.252132092315836,2.1924759885234404,Iris-virginica
+78,5.364609689363995,3.3994955324223604,1.7969038771411077,0.20061229309344508,Iris-setosa
+79,4.4,3.148600135587196,1.27466252116604,0.19830640808751854,Iris-setosa
+80,5.028054111041351,3.5724129097299815,1.4006952623257047,0.2025884275625021,Iris-setosa
+81,5.526039824812618,2.722342586278245,4.431130305166306,1.3023313434168922,Iris-versicolor
+82,6.802647119365837,3.1997432068467173,5.794220752253561,2.32146935945146,Iris-virginica
+83,4.582930280047217,3.6007968442977227,1.0000003925210712,0.19514099865562734,Iris-setosa
+84,6.756333392497808,2.7373665569201666,4.776307122628624,1.389964506842886,Iris-versicolor
+85,7.8999980936484455,3.7785926902994826,6.413235159246683,1.990609299277585,Iris-virginica
+86,5.7538737612369175,2.849993909098329,4.1580090758716555,1.2233209299025374,Iris-versicolor
+87,6.915360386489198,3.212049387068373,5.72225586732435,2.291889005027171,Iris-virginica
+88,6.766257249232286,2.518492267498334,5.971466368620893,1.8165149791259425,Iris-virginica
+89,5.64668304923545,2.870997798778041,3.7579560079230103,1.2896820482456888,Iris-versicolor
+90,4.834660150385689,3.0,1.3765504625750238,0.10000010023323035,Iris-setosa
+91,6.711321155003301,3.118224024655677,4.689574966622907,1.4996960993636017,Iris-versicolor
+92,5.674962720296514,2.9297590848772335,4.01465152618597,1.328121815783768,Iris-versicolor
+93,4.5047376406011,2.3212615200876066,1.285207075954375,0.4086820617192453,Iris-setosa
+94,6.420100154273853,3.0,5.497247987214011,1.805298556860186,Iris-virginica
+95,5.776370145479465,2.6527060984006403,4.042141553878354,0.975731074794588,Iris-versicolor
+96,4.887163772852321,3.0,1.404067214694575,0.20382617721789462,Iris-setosa
+97,4.865305330485961,3.0,1.4422930949722121,0.10000010957756801,Iris-setosa
+98,6.802371601574191,3.0,5.3983344138899705,2.1691644493013458,Iris-virginica
+99,6.0309425790183955,2.9847293088303237,4.572716693135985,1.366643448080038,Iris-versicolor
+100,6.887276108261264,3.0,5.3791313927358555,2.1837815595390153,Iris-virginica
+101,4.801911129546481,3.0,1.4015074970267107,0.1,Iris-setosa
+102,4.599885221470572,3.574031899655152,1.0000003665821846,0.20844829789848673,Iris-setosa
+103,5.7859756153907655,3.0,4.268618724830106,1.4567027001090866,Iris-versicolor
+104,5.407679141453316,3.9,1.301157452828451,0.31326779163536755,Iris-setosa
+105,4.9961704328245045,2.0000005501564884,3.5428292999781275,0.9475539893663103,Iris-versicolor
+106,6.316752443578064,2.4560592526543275,4.8879062143138485,1.4951133432055512,Iris-versicolor
+107,6.692041924919684,3.2471478295654337,5.714951800076398,2.5,Iris-virginica
+108,5.585373314025066,2.9806269823746914,3.8173456957340703,1.2938013857355084,Iris-versicolor
+109,5.019164908651751,2.4373057339199224,3.1044906690885243,1.0696340098803645,Iris-versicolor
+110,6.591028757381452,3.0,5.830748302068279,2.232074266858302,Iris-virginica
+111,5.37439068729974,3.9,1.287765925572821,0.4442105107844928,Iris-setosa
+112,7.237477466824164,2.9121890588347843,6.280024528907057,1.8083282071005267,Iris-virginica
+113,6.85597525785532,3.193786715483915,5.76923235832155,2.285194797912031,Iris-virginica
+114,7.89999814035127,3.803363673066766,6.350115072520193,2.025166204868663,Iris-virginica
+115,6.916412012864751,3.1249625868730373,5.544241272716099,2.2806014962802807,Iris-virginica
+116,6.622424702992676,3.355227190517855,5.707862570598108,2.144122415786193,Iris-virginica
+117,5.519577610668967,2.6358499925636365,4.442430103359861,1.2166362269965176,Iris-versicolor
+118,6.321873852895568,2.9350535484934177,5.6026414291628255,1.8288387948519096,Iris-virginica
+119,4.895140925064524,3.0714609300778144,1.4813071550025194,0.10000010064929175,Iris-setosa
diff --git a/iris/tab_ddpm/3_3/22/test.csv b/iris/tab_ddpm/3_3/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/22/train.csv b/iris/tab_ddpm/3_3/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/22/val.csv b/iris/tab_ddpm/3_3/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/23/synth.csv b/iris/tab_ddpm/3_3/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8dc2465986f26c7bff3fe7716aa78142c0e00496
--- /dev/null
+++ b/iris/tab_ddpm/3_3/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.31349014686078,2.449304557572489,4.844625346846126,1.4995119968483066,Iris-versicolor
+1,6.644714312541761,3.0,4.424322295331728,1.422771267888676,Iris-versicolor
+2,6.208991138561237,3.3513189990884404,4.614972928615966,1.6146148783124668,Iris-versicolor
+3,5.289341487704364,2.5101822894173056,3.4766333258656785,1.16204485974287,Iris-versicolor
+4,7.641759790411665,3.0,6.635561295851746,2.0704063229230782,Iris-virginica
+5,5.952942816756965,3.002762702762825,4.233827634395685,1.521282650695091,Iris-versicolor
+6,5.65603700349925,3.7935114299002293,1.6611796647235229,0.29303520425412927,Iris-setosa
+7,7.9,3.7935013869699374,6.383359628157631,1.9864889108737962,Iris-virginica
+8,5.992450416139963,2.193794706264793,5.072396821732064,1.4997133935637834,Iris-virginica
+9,4.956429399716476,2.0,3.491871640912423,0.870053960404952,Iris-versicolor
+10,5.334408414165689,3.397623133252166,1.4950728961010478,0.42131251335458486,Iris-setosa
+11,5.594833392133366,3.0,4.558740696281867,1.4920587009056725,Iris-versicolor
+12,5.558461598381737,2.4190500422201477,3.7217232563963503,1.0253037718362688,Iris-versicolor
+13,5.088135134883985,3.508784595580833,1.4087306000006774,0.19746808610240896,Iris-setosa
+14,6.774324569409655,2.7762430614827047,4.771044121064812,1.3986467145454498,Iris-versicolor
+15,6.87022703980695,2.555269574799724,6.060848023456348,1.8413339339210164,Iris-virginica
+16,6.686866141760091,3.2875161377011763,5.688174327797047,2.0819701085846223,Iris-virginica
+17,4.4,3.2161803614596707,1.285089689984694,0.19755934638457703,Iris-setosa
+18,6.706078536810387,3.0411756668978587,4.663967788485199,1.497240104856405,Iris-versicolor
+19,6.420647465988316,2.5088428182949025,5.311051468198551,1.887761545784326,Iris-virginica
+20,6.803238246758655,2.8048402268630235,4.772618445201619,1.4001866077102523,Iris-versicolor
+21,5.945161438880873,2.9203087016912384,4.422062637366769,1.4903226075417924,Iris-versicolor
+22,4.870640346122577,3.0,1.4009094663105297,0.23103087085454557,Iris-setosa
+23,4.400000564496789,3.219963091586078,1.2745735337363668,0.19165807039750193,Iris-setosa
+24,5.090754073926817,2.4945475981059775,2.9665724364667296,1.117207619480606,Iris-versicolor
+25,6.670910797505983,3.287273577263802,5.694410161748654,2.0847450642891165,Iris-virginica
+26,6.696416649705661,3.117002415920443,4.618478289082274,1.4875781301060311,Iris-versicolor
+27,4.986667797618758,2.0,3.3860640175251406,0.9281095904988865,Iris-versicolor
+28,6.294980316680644,2.505725140732694,4.843584210440715,1.505883904481032,Iris-versicolor
+29,7.899998693410693,3.7955893470249182,6.4112479157321935,1.9666284486472214,Iris-virginica
+30,4.4,3.189901005088043,1.2881294008174289,0.20535240478642133,Iris-setosa
+31,5.088648264179703,3.5007268593992147,1.3791779032405547,0.20105059443409165,Iris-setosa
+32,4.87251314661834,3.478686608636245,1.4498818427956237,0.3289154822674101,Iris-setosa
+33,6.711549658482706,3.078087719775608,4.597538301514539,1.476718637200875,Iris-versicolor
+34,6.710796150362951,3.296723430557971,5.701303277347308,2.499999588407901,Iris-virginica
+35,7.701107769351578,2.611407555151813,6.899998863393834,2.3021810185061287,Iris-virginica
+36,5.661029398646264,3.0,4.430680328913981,1.5016969782728389,Iris-versicolor
+37,4.788726220801206,3.0,1.4061983345086457,0.1,Iris-setosa
+38,7.568696715815943,3.0,6.52736532998533,2.116117943893607,Iris-virginica
+39,4.880605674814433,3.0612809961658063,1.4831862490418843,0.10000009486796083,Iris-setosa
+40,5.3948709013414575,3.9,1.2710837699621071,0.3455963517081315,Iris-setosa
+41,5.715805016102849,2.785675216758759,4.506214447707056,1.290268904660548,Iris-versicolor
+42,5.665680406034406,3.804024578982897,1.6938177090163429,0.32891754823850894,Iris-setosa
+43,5.109368976800962,3.761949093313394,1.4991237095597563,0.19846591138902536,Iris-setosa
+44,5.011368725278417,3.5835957361312367,1.4041015696860055,0.2018472433293013,Iris-setosa
+45,5.90601623821695,2.9727405973701724,5.253088915739536,1.7876331660714972,Iris-virginica
+46,6.211736421176839,3.3144558945619202,4.6406096442854405,1.6031893275218951,Iris-versicolor
+47,5.588478580777184,2.8009109700925885,3.5983470252130174,1.2325761137972855,Iris-versicolor
+48,4.503326633525866,2.3288685912067386,1.3072549923605503,0.3114546446513327,Iris-setosa
+49,6.696024194826214,3.0635599906428195,4.635243079175503,1.4734977708378247,Iris-versicolor
+50,6.029788423717695,2.8551117268808395,4.475175217250987,1.4858307472195686,Iris-versicolor
+51,6.3460986665554096,3.385138039828583,5.597429433210983,2.3952573657407825,Iris-virginica
+52,6.078552508799205,2.6160746128274033,5.58368809531643,1.4088658481911276,Iris-virginica
+53,4.497697640607869,2.288081053557995,1.2850260794440587,0.2969182017704727,Iris-setosa
+54,6.843740838070088,2.5258097694958854,6.170614100720843,1.8372942493445052,Iris-virginica
+55,6.332740250407231,3.2665588207093426,5.20368151397475,2.072794852925766,Iris-virginica
+56,5.991457322178657,2.2144489698431213,5.05731681842114,1.4844371032154782,Iris-virginica
+57,4.594878360330821,3.606872479158671,1.0,0.2035102341403385,Iris-setosa
+58,4.500740167926828,2.319575249711282,1.2917459361766548,0.29224517427877,Iris-setosa
+59,6.184748079819237,2.2908278571873097,4.611137518105435,1.5115573779358258,Iris-versicolor
+60,6.517734102284964,3.196727803683364,5.114412859141843,2.0186138622542726,Iris-virginica
+61,6.0298060833435905,2.7701443063541653,4.984987090002048,1.589361079398897,Iris-versicolor
+62,7.194112647301704,2.9171859639372317,6.101388019696639,1.726495607454308,Iris-virginica
+63,7.706255689339202,2.5913441985086654,6.899998497599316,2.2997410743107114,Iris-virginica
+64,6.253868523594038,2.594529692483549,4.970712889506344,1.5554469722310775,Iris-versicolor
+65,6.290521592085004,3.0245681268660327,5.106407761806519,1.8653191367730644,Iris-virginica
+66,5.025831053653465,2.4449560450495036,2.7955497427097624,1.0452251810642668,Iris-versicolor
+67,5.096975024713369,3.7907916174400995,1.5526267635958617,0.20230204905870985,Iris-setosa
+68,7.70359159675187,2.6205874323288594,6.9,2.2962556137436945,Iris-virginica
+69,5.006519355967323,3.611878708248212,1.389347322562586,0.20563523227710775,Iris-setosa
+70,7.752466522316158,2.5659118276106274,6.9,2.3049715010614498,Iris-virginica
+71,6.019977913572513,2.2376522376744266,5.060997124438342,1.5210714919155324,Iris-virginica
+72,5.9903071567085115,2.8835224728466766,4.610470472192312,1.4095767360642997,Iris-versicolor
+73,5.028207066763185,2.0,3.4747402770433418,1.0110670153360866,Iris-versicolor
+74,4.89669442685679,2.3739760305374324,3.335370454841109,1.0394803304715918,Iris-versicolor
+75,5.7348353802378655,2.77871334868029,4.5176157466618125,1.3094447623844272,Iris-versicolor
+76,6.799207141615073,3.1890122511169596,5.794425629700087,2.3101327873587993,Iris-virginica
+77,4.40000053930742,2.871926836361977,1.372653396843144,0.20692447781243598,Iris-setosa
+78,6.482326672986574,2.93534838651052,4.321408731495545,1.3239400762237878,Iris-versicolor
+79,5.988735234355416,2.8848633504047667,4.590124756536845,1.4857793280871494,Iris-versicolor
+80,6.047902628379407,2.885899291453067,4.737777389801505,1.5198824518459548,Iris-versicolor
+81,6.084413053423054,2.5936398391796023,5.589772906865998,1.405822808211085,Iris-virginica
+82,7.172110194021923,2.9643620719914843,6.181777130479564,1.9099187315451776,Iris-virginica
+83,5.518381580787146,2.605014838835341,4.37901574059836,1.2330941186691586,Iris-versicolor
+84,5.557757850270761,3.0,4.159674458550477,1.293728116115107,Iris-versicolor
+85,6.7142682903022575,3.2793473461691756,5.6371590643289995,2.1412847809227116,Iris-virginica
+86,4.768148318099703,3.0,1.3983790580079054,0.2904468843283386,Iris-setosa
+87,4.78222958857713,3.389484062206142,1.4983841948858903,0.19933330318633383,Iris-setosa
+88,6.245932590744139,3.308557655497337,4.7102345102364716,1.6189345921383806,Iris-versicolor
+89,7.676352248667165,2.9364609683766973,6.672490218688939,2.025333416078155,Iris-virginica
+90,6.7054768786153325,2.501257823823005,5.808872294602236,1.8058572385610328,Iris-virginica
+91,6.6302232940968695,3.0,5.753879590343065,2.088927357214276,Iris-virginica
+92,6.003636450159292,2.861197749063038,4.6098865796931126,1.5118156502951328,Iris-versicolor
+93,5.993826005408274,2.2074445444958695,5.097063313140718,1.4914355883922916,Iris-virginica
+94,5.142892612697923,3.7275510665603306,1.5279826777831786,0.49093575270075906,Iris-setosa
+95,4.589843061188915,3.3774932914201843,1.390764747289541,0.2989545403730459,Iris-setosa
+96,5.646151425432833,2.9337809506224506,4.03424211826457,1.2672132238290554,Iris-versicolor
+97,5.646667446727602,2.6977574299749985,4.509447244642145,1.2550508543894625,Iris-versicolor
+98,7.671769770724717,2.6163082580409935,6.899998612142414,2.305726549677625,Iris-virginica
+99,6.2651585927802955,2.7851594838421256,5.582682854509132,1.6879446074376063,Iris-virginica
+100,6.710960408704441,3.3173858475569307,5.697917449389239,2.0918616495501627,Iris-virginica
+101,7.039287430561553,3.0,5.722697547918649,2.1765339984791945,Iris-virginica
+102,7.69374303088433,2.5979612117446247,6.899998429763,2.290498338968973,Iris-virginica
+103,5.928687255914635,2.9529551726499643,4.562103252969236,1.3545288803971027,Iris-versicolor
+104,5.4144658493325935,3.7645304667888544,1.5611755923318706,0.29409455992149236,Iris-setosa
+105,6.7479362483628496,3.2395905528854327,5.750072281232287,2.1499657813659145,Iris-virginica
+106,6.749358271866474,3.355779640002238,5.721207923876113,2.5,Iris-virginica
+107,4.400000587505023,3.201453028322706,1.3009773226656813,0.20451602038702998,Iris-setosa
+108,7.730412110630052,2.7743679312178617,6.715097409578169,2.004439339974477,Iris-virginica
+109,6.231403958472098,2.7097665172150402,5.605815254989194,1.52804717545971,Iris-virginica
+110,5.197623567958684,3.421045232570322,1.399055883664074,0.2041190105485904,Iris-setosa
+111,6.330494123791371,3.318553735529776,4.7122238894739334,1.6038806835582224,Iris-versicolor
+112,5.223409688362161,3.432755021488384,1.401551064875931,0.2027170950689229,Iris-setosa
+113,5.963028382155351,2.882997983414818,4.644879849425271,1.359863891885174,Iris-versicolor
+114,6.877250422632368,3.100455565912518,5.143973942023593,2.2959257765513987,Iris-virginica
+115,5.193048801325689,3.4132518755770573,1.4320656005434311,0.20078853217987225,Iris-setosa
+116,5.762425053173419,2.699096839180723,4.988914198970003,1.895787039990292,Iris-virginica
+117,5.705797554434392,3.7815755506706035,1.6749129660884234,0.27980500913347656,Iris-setosa
+118,5.208263808635375,2.6961440497718394,3.860791392412073,1.4000113205886067,Iris-versicolor
+119,5.7118115094166315,2.9386362105031294,4.292842915572702,1.3209295682997124,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/23/test.csv b/iris/tab_ddpm/3_3/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/23/train.csv b/iris/tab_ddpm/3_3/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/23/val.csv b/iris/tab_ddpm/3_3/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/24/synth.csv b/iris/tab_ddpm/3_3/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5aa6d39dfc55737d539c0b655d3959d4e70eff5b
--- /dev/null
+++ b/iris/tab_ddpm/3_3/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.4,3.2221370522207033,1.301149782354038,0.19516915449052302,Iris-setosa
+1,5.689201735572377,2.7881247767419346,4.497233945772238,1.3009648834863223,Iris-versicolor
+2,6.81463304807518,3.0864465010346573,5.536706523677314,2.263834626000919,Iris-virginica
+3,6.680344921694449,2.471586113304431,5.761524513543653,1.7784637649522261,Iris-virginica
+4,5.577648452724125,3.0,4.475801631110224,1.4945103692402235,Iris-versicolor
+5,5.03326831328144,3.530414146089739,1.395629387764073,0.1997951275529839,Iris-setosa
+6,6.017672240529124,2.204217307265984,5.013675205297423,1.4940274685478092,Iris-virginica
+7,7.899998976506416,3.8080710513766145,6.443625581260701,2.012270303153404,Iris-virginica
+8,6.786828973010684,2.814176911894217,4.7361428897024895,1.4046994478381556,Iris-versicolor
+9,5.7657437706419,2.9401400753716556,4.32358725739388,1.3199417630170192,Iris-versicolor
+10,5.5006508147569475,2.430441729385,3.7287353468151787,1.0289257222210462,Iris-versicolor
+11,5.602866779862798,2.9113906653335184,3.6499766938220053,1.2988014323915564,Iris-versicolor
+12,6.114366499295531,2.792302468155981,4.740316834261184,1.2240075305312799,Iris-versicolor
+13,5.685535753830569,3.0,4.031192036209219,1.3115373871019214,Iris-versicolor
+14,7.45643185556672,3.0,6.485413609827119,2.0971329932486826,Iris-virginica
+15,5.703645301298427,2.9672884682725793,4.2864272414204745,1.3249162511167896,Iris-versicolor
+16,7.490737880730835,3.0,6.484516219487645,2.043376862626825,Iris-virginica
+17,5.720735108041119,2.7041848810065,4.054308375373028,1.0303594593164949,Iris-versicolor
+18,5.349289445751967,3.4087279515636806,1.5769037535788741,0.2056431796737574,Iris-setosa
+19,7.899998905315044,3.784557965590019,6.425976674158123,1.980562373934063,Iris-virginica
+20,4.4000004743116286,3.1920652857304312,1.297827816234778,0.19777942756821304,Iris-setosa
+21,5.8089907194847905,2.8243729002090863,5.068677733589488,1.8669539813494656,Iris-virginica
+22,5.708566330735382,2.6041920382244537,4.085713397884563,1.0720980242065505,Iris-versicolor
+23,4.4,2.8235423965900965,1.4045899842649,0.20351490886959797,Iris-setosa
+24,5.351523710039386,2.4113053753891807,3.504733969577305,1.04118829150904,Iris-versicolor
+25,5.112430940899992,3.491044758426026,1.3969804063139943,0.19833490360125416,Iris-setosa
+26,4.88390585229917,3.0,1.3752812016333147,0.21131707908263925,Iris-setosa
+27,5.299430818888012,3.6886828477042433,1.536730010713667,0.19792648382085565,Iris-setosa
+28,6.792644682578765,3.2095722934131015,5.831939332261681,2.266646906466752,Iris-virginica
+29,4.4,3.2178267023477765,1.2814462368162016,0.20268297796266724,Iris-setosa
+30,5.121693752053641,2.552313308661369,3.0952292064113065,1.2299257074442265,Iris-versicolor
+31,4.869592382680718,3.0094903974022844,1.4394270091841166,0.1,Iris-setosa
+32,6.913960789771097,3.1040350500190637,5.715203623093041,2.2163057859638298,Iris-virginica
+33,5.078613083026078,3.7920296596926977,1.4965283382611203,0.2013623639762841,Iris-setosa
+34,6.72893043336581,3.3065820383764177,5.737015881243149,2.5,Iris-virginica
+35,5.5958064367592035,2.9643456900324026,3.908305020497716,1.3015489878995674,Iris-versicolor
+36,5.634108239081225,2.518706611384924,3.8758278748513657,1.072830286708228,Iris-versicolor
+37,5.334355196352214,3.899999539308155,1.281524119944581,0.4365725757840155,Iris-setosa
+38,5.003886187776973,2.0,3.444174030857961,1.052752163779129,Iris-versicolor
+39,5.999184570430313,2.66751304746294,5.161417192448102,1.6208675488708646,Iris-versicolor
+40,7.479809486145587,3.0,6.456340151695117,2.0125231489805158,Iris-virginica
+41,6.187118401124993,2.6513957813087856,5.58622054149531,1.4412995390198717,Iris-virginica
+42,6.139638568621309,2.643757151676507,5.573870139367632,1.4515803550769828,Iris-virginica
+43,5.492915189528501,2.430603626884254,3.691007350947727,0.9697377671101972,Iris-versicolor
+44,5.010514067727838,2.0,3.4259833429323665,1.0505346682589773,Iris-versicolor
+45,5.753214968283948,2.9651657856373066,3.9893302572154243,1.4187496461223443,Iris-versicolor
+46,5.385669314171213,3.4079539803649777,1.6354888408400787,0.29311312569396747,Iris-setosa
+47,4.400000629843269,3.0,1.332763817634404,0.20449633491070265,Iris-setosa
+48,6.1571666744605,2.6310965324762234,5.590128087150723,1.4405897195046935,Iris-virginica
+49,7.688234679977782,2.5990355331333275,6.9,2.2889067721636036,Iris-virginica
+50,6.30751723772973,2.457075490456174,4.898015543964631,1.4924371499005864,Iris-versicolor
+51,4.603997927108724,3.582592950377939,1.0000003813735645,0.20436724394900588,Iris-setosa
+52,5.014222227301796,3.54503848526915,1.3610485482912826,0.20525109241509656,Iris-setosa
+53,7.9,3.8120178777040175,6.378738800372961,2.0137659844408944,Iris-virginica
+54,6.279346693655461,3.280944389707662,4.686970465329162,1.600340844820244,Iris-versicolor
+55,6.880887701099399,3.1919674466063093,5.715384287669737,2.27821652148135,Iris-virginica
+56,5.539530527451404,2.4446903634733608,3.82712024290771,1.0359978455698595,Iris-versicolor
+57,5.715796873694372,2.848842762893768,4.390520761044583,1.2780195251335404,Iris-versicolor
+58,6.112128780945572,2.624667839755386,5.583262746718684,1.409298507521975,Iris-virginica
+59,6.018455067195116,2.69789742875096,5.113883328113775,1.611700731715223,Iris-versicolor
+60,5.1142002814100485,3.483033514168676,1.3851114132578755,0.20189928582531103,Iris-setosa
+61,6.696230549644439,3.1201419032650737,4.682600440217337,1.5076553799817494,Iris-versicolor
+62,5.20802088521164,2.4490409357130365,3.191595106747121,1.0715088931618504,Iris-versicolor
+63,6.664640118186699,3.1505015804104746,4.764131108899577,1.524407184429854,Iris-versicolor
+64,4.841884949654443,2.428837019860901,3.1819366937552234,0.9706616773982588,Iris-versicolor
+65,5.990012967850675,2.926504349094979,4.299433823930684,1.3628324781320234,Iris-versicolor
+66,5.392845565318587,3.405716810042507,1.4966483451062835,0.4252618875683807,Iris-setosa
+67,5.616531527223055,2.4567387150472215,3.8457325992325564,1.1116383301794255,Iris-versicolor
+68,6.729921081892753,3.087482637219603,4.70682232792342,1.4999174577039258,Iris-versicolor
+69,4.905383553989371,3.0,1.3988359332816547,0.19822179101793885,Iris-setosa
+70,5.561430704004269,2.434821625527157,3.853804247734,1.0022084345820037,Iris-versicolor
+71,4.943033726513284,3.3554489706028674,1.4958781852607326,0.375186840370395,Iris-setosa
+72,5.4783425725879615,3.7642053893417837,1.6003762296329023,0.3690787937280951,Iris-setosa
+73,6.6930169278798095,3.2850144076979455,5.676694588783403,2.5,Iris-virginica
+74,7.899998942798891,3.7917212391817134,6.433842714061154,1.9966655792087875,Iris-virginica
+75,6.189473038555673,2.840235514243448,5.571770142911719,1.7918613417823623,Iris-virginica
+76,6.665121838544439,3.3207342602256804,5.673021884148603,2.1122073749294374,Iris-virginica
+77,6.044585427813887,3.39849951833736,4.528978012535234,1.6090806811849365,Iris-versicolor
+78,5.222679251024447,3.4021748286948337,1.4223059489840524,0.2077684152462722,Iris-setosa
+79,6.47804648684815,3.0,5.792468539268373,2.1889643964070307,Iris-virginica
+80,4.400000492140015,2.903145484669828,1.3949239755227505,0.1944033584936208,Iris-setosa
+81,6.810396869247185,3.195824874054698,6.014036901231265,2.2912913267051174,Iris-virginica
+82,5.000027989854348,3.402758070422552,1.6847583956807426,0.3764131152914121,Iris-setosa
+83,5.5289331137189075,2.4818564203612232,3.631326990712565,1.1042942310839483,Iris-versicolor
+84,6.009094409309893,2.5824035004577652,5.045967298541038,1.892443176550021,Iris-virginica
+85,5.532773196855232,2.418645891534389,3.714866406883665,1.0667570336239314,Iris-versicolor
+86,4.822197137353169,3.440501393644144,1.462107640097397,0.19876887839333351,Iris-setosa
+87,5.1926927979074735,2.6975480712086117,3.9684330439148114,1.3960718679986528,Iris-versicolor
+88,5.590582342637025,3.0,3.9977677714227897,1.299269434461205,Iris-versicolor
+89,6.20557581704399,2.1988452543785426,4.467756174563884,1.5017242843260719,Iris-versicolor
+90,6.1545354859725006,2.6489318907993127,5.102026225694072,1.5402229756262964,Iris-versicolor
+91,5.141915749511638,3.4795844233463686,1.4042538414270778,0.26575452315083636,Iris-setosa
+92,6.930120642257912,3.018430376276288,5.280249981882321,2.219042679254006,Iris-virginica
+93,5.389754608551087,3.386842501554235,1.504717477685754,0.3327782064554937,Iris-setosa
+94,6.304875801098236,3.3456268784573395,5.620401174958448,2.372020837363828,Iris-virginica
+95,5.44315345367975,2.7898642308679,3.2251439863715436,1.324944819075883,Iris-versicolor
+96,6.586756406426569,3.129450690986626,5.177555062432598,2.0419778937383697,Iris-virginica
+97,5.033957233331618,3.3921180789552428,1.5092464542092763,0.3918874177852977,Iris-setosa
+98,5.633821011007259,2.9971969126937124,3.995745415518281,1.3044279028228374,Iris-versicolor
+99,6.695705594764196,3.2709981701242694,5.681032951534766,2.5,Iris-virginica
+100,5.383733469986017,3.4013505146671994,1.755221666716812,0.20124075780512016,Iris-setosa
+101,7.316716134040873,2.9045646775987053,6.439374900972968,1.805241653054449,Iris-virginica
+102,4.779735445204548,3.381734289453084,1.4997801378644353,0.19784130966616312,Iris-setosa
+103,5.864071225528941,2.665183018031283,5.116026615785291,1.9079804672513643,Iris-virginica
+104,6.7218180810931365,3.3107759937800134,5.712002812905383,2.4999996053836213,Iris-virginica
+105,6.515446197040765,3.0,4.34761758761257,1.3580137032607391,Iris-versicolor
+106,6.319863247409417,3.372262926994999,5.600827844262217,2.3917394591205237,Iris-virginica
+107,6.281362108698478,2.2868449221586604,4.390973057770972,1.2675539695295002,Iris-versicolor
+108,6.737303987470925,2.5011159120434434,5.820891475180641,1.8663332002898976,Iris-virginica
+109,4.935429841655411,3.4147448225404116,1.5637394662850508,0.2957310038647312,Iris-setosa
+110,5.154386520763088,2.505550901772503,2.9941362074278546,1.053122603283177,Iris-versicolor
+111,5.839104950057908,2.988981155246853,4.1920061452354895,1.4437095069417607,Iris-versicolor
+112,7.696196584499783,2.6045234059974285,6.89999881006535,2.282175708275951,Iris-virginica
+113,4.912734613820436,2.3777172404100897,3.190984983519983,1.0144455017674867,Iris-versicolor
+114,4.4,2.9010534271501234,1.4062042196361657,0.20156343370081722,Iris-setosa
+115,5.57123226398793,2.6532405428995394,4.452433955412643,1.204651429328797,Iris-versicolor
+116,6.020297498827384,3.409360851154311,4.524943004956237,1.594277637665474,Iris-versicolor
+117,4.4,3.1927953028896994,1.3215773804934847,0.20668958073497168,Iris-setosa
+118,5.158060709678874,2.4963126882353133,3.082027499006342,1.117619301133244,Iris-versicolor
+119,5.640450920576356,2.694688459647267,4.461160377902997,1.222565524509358,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/24/test.csv b/iris/tab_ddpm/3_3/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/24/train.csv b/iris/tab_ddpm/3_3/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/24/val.csv b/iris/tab_ddpm/3_3/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/25/synth.csv b/iris/tab_ddpm/3_3/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5d649efb632a7c16f9aae126e15fc2c7104baf75
--- /dev/null
+++ b/iris/tab_ddpm/3_3/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.613095001651517,3.5920761928444414,1.0000004722393656,0.1852443268617999,Iris-setosa
+1,6.2070077721021955,2.136781729568876,4.528002956337576,1.493840788826986,Iris-versicolor
+2,4.580182267748565,3.6046162684764136,1.0,0.19701234950250812,Iris-setosa
+3,7.9,3.8014555975161097,6.39170538036211,1.9935358908288932,Iris-virginica
+4,6.719647981632756,3.0,5.3987600526441755,2.017720433444106,Iris-virginica
+5,6.001681213953452,2.8039606705639537,4.646052014805047,1.4399383184302044,Iris-versicolor
+6,7.6652864832997665,2.617722858739856,6.89999813820982,2.2941785514759183,Iris-virginica
+7,5.227442983736163,3.389863878275244,1.4031897114871272,0.20049597618376722,Iris-setosa
+8,5.100734991440174,3.7209200015101533,1.640473412629714,0.40908465002998157,Iris-setosa
+9,6.907471119141322,3.1862070557059785,5.635440995785622,2.312370174057378,Iris-virginica
+10,5.190811203920824,3.4285503841519067,1.4044870831658063,0.19959467672379655,Iris-setosa
+11,6.301109519740726,2.2892258612218277,4.412955391771306,1.2771974836268845,Iris-versicolor
+12,6.528649358666121,2.978788211642778,4.350412321990917,1.3424149444075255,Iris-versicolor
+13,5.8616320851026655,2.6638952789421926,5.101603864748263,1.9078066668405396,Iris-virginica
+14,6.69710894635691,3.2861827330954525,5.70475028104638,2.5,Iris-virginica
+15,6.0011565606974395,2.787175018126781,4.772857728944472,1.542015957072125,Iris-versicolor
+16,6.803229020973815,3.2077312049915463,5.7794466061237895,2.3084268651388227,Iris-virginica
+17,7.7291546618154525,2.5800445845143467,6.9,2.3071808458078262,Iris-virginica
+18,6.846625750218349,2.82578939680877,4.799831376842702,1.3844017826550694,Iris-versicolor
+19,6.896751801685982,3.092183038492887,5.128887374974306,2.282944727295575,Iris-virginica
+20,7.616046425598864,2.9797553194614594,6.639956562909952,2.0653988906028533,Iris-virginica
+21,6.8880171069837735,3.2144515770120075,5.727279760762382,2.2858951544356376,Iris-virginica
+22,5.624707299178412,2.7820131570382873,4.359552664376888,1.2549904728575298,Iris-versicolor
+23,6.692003351179199,3.2757139505692634,5.733299857724801,2.5,Iris-virginica
+24,4.544683504832653,3.358962973943394,1.3927880134136243,0.355049431323799,Iris-setosa
+25,6.729682249795533,3.3207080449991504,5.711673728276806,2.5,Iris-virginica
+26,5.594422756596811,3.0,4.509932587286951,1.4949655832413173,Iris-versicolor
+27,5.50020197540676,2.421345782986066,3.755709954785562,1.019195249219208,Iris-versicolor
+28,4.574118334216279,3.5719439137095033,1.0,0.19474262533935982,Iris-setosa
+29,7.700014875044104,2.6165819576704217,6.899998301286523,2.2909136500646587,Iris-virginica
+30,7.678773210546361,2.7795197853828557,6.661281941631152,1.9880450268734642,Iris-virginica
+31,6.466121043886131,3.0,5.420826947788848,1.8121328208816618,Iris-virginica
+32,6.536933369483444,2.9827255774392802,4.355598438783264,1.3648704234611624,Iris-versicolor
+33,5.041945960644837,3.5099476630620217,1.4001456100814134,0.2061357779946309,Iris-setosa
+34,6.2615648331930895,2.285996337531101,4.415507701736899,1.3161712719315932,Iris-versicolor
+35,6.809821557599294,3.182032036788432,5.792756540662698,2.284778966162134,Iris-virginica
+36,6.525172717049901,3.0,4.379339110328029,1.3855717220900887,Iris-versicolor
+37,6.331811358549403,2.4261734611424597,4.869961815667032,1.500767019828693,Iris-versicolor
+38,6.250341773934252,2.236180252500121,4.515700239189382,1.4792926999766398,Iris-versicolor
+39,5.896105651534908,3.0,5.057936599528825,1.775085432473023,Iris-virginica
+40,7.212587685402163,2.8560112788882295,6.262782214644486,1.8129434364583978,Iris-virginica
+41,6.063256264082663,3.0,4.316267181419883,1.4771540656857314,Iris-versicolor
+42,5.728226251083898,2.834405374073206,4.472683868462242,1.2753289105352528,Iris-versicolor
+43,6.802087003281736,2.798744011533732,4.799855588811206,1.4132666873914281,Iris-versicolor
+44,5.307181714552393,3.7125886998271365,1.4948954143632938,0.1996850034500267,Iris-setosa
+45,6.075440749750555,2.5994031288749317,5.57580191577019,1.4124958917717796,Iris-virginica
+46,4.871547983887074,3.103441390542043,1.816789033719118,0.10000015618412036,Iris-setosa
+47,5.734817361459882,2.595600773155716,4.068725006050005,1.0509752876467449,Iris-versicolor
+48,5.196304061662106,2.710937840092404,3.9097294501976654,1.396933687899852,Iris-versicolor
+49,5.512396433619806,3.754042797388929,1.6056753104822734,0.2846181630303676,Iris-setosa
+50,4.977376482018768,3.4104435979682144,1.5445298016701479,0.3243326453720061,Iris-setosa
+51,6.668424472199897,2.487479006593463,5.781595076841111,1.825372650294995,Iris-virginica
+52,4.884246810370443,3.062852463530808,1.4895876492774867,0.10000012069317654,Iris-setosa
+53,6.6873616787568375,3.2699479078461846,5.686736038057566,2.115508151303345,Iris-virginica
+54,5.693656078256577,2.6233932104049886,4.232159880023029,1.0615621507126378,Iris-versicolor
+55,7.705903738151981,2.5899377697118307,6.899998825142539,2.28689583636038,Iris-virginica
+56,6.951450969144681,3.0,5.74845054611014,2.0523860841580697,Iris-virginica
+57,5.126064251509861,3.799727089000356,1.4921062626239003,0.19820240977536585,Iris-setosa
+58,6.049582702757718,3.0,4.4992625760992775,1.4343176499179902,Iris-versicolor
+59,6.67080580149445,3.0148544330406373,4.533575913822417,1.4550237254635991,Iris-versicolor
+60,5.02672183548779,3.4208911020436132,1.4897167050136741,0.36950044182317043,Iris-setosa
+61,7.605112582429085,2.8469534815210675,6.6051758761885,1.9336563951518526,Iris-virginica
+62,6.563030791109063,3.0,4.338685157342788,1.3848164868520505,Iris-versicolor
+63,6.371363387587961,3.22436866712943,4.718426896468761,1.57626037284158,Iris-versicolor
+64,7.065223492881711,2.874871245717483,6.047679981570983,1.7585562045990277,Iris-virginica
+65,6.708224671508734,3.3198829826615035,5.730134960922503,2.499999453416477,Iris-virginica
+66,6.510761557460607,3.2038774864948323,5.144901073738626,2.0091113366989335,Iris-virginica
+67,4.8361224248476145,3.0,1.4001870897580253,0.1000001218985849,Iris-setosa
+68,7.364189560057462,3.0,6.227963562184333,2.0752429153419096,Iris-virginica
+69,6.792177954197461,3.0,5.580694904215922,2.04371337831874,Iris-virginica
+70,5.28319622777119,3.7174158195767237,1.497938534598703,0.20058294227435183,Iris-setosa
+71,6.708107297049808,3.082585577750706,4.662288599249634,1.4995366509188777,Iris-versicolor
+72,4.904594028125421,3.072991264788056,1.4990709933524462,0.10000013675241563,Iris-setosa
+73,5.311388212976891,3.703428501737971,1.5430355015674166,0.3609631238103231,Iris-setosa
+74,4.797270170252171,3.0,1.4018867177523897,0.10000013920767861,Iris-setosa
+75,6.281355447902721,2.4513476871023063,4.893412233258001,1.4923524051066195,Iris-versicolor
+76,4.609218600274887,3.6215179865878553,1.0,0.1976157387505519,Iris-setosa
+77,6.682087667355144,3.302207559524509,5.685118818871818,2.049555927979237,Iris-virginica
+78,6.474470380794281,3.0,5.516263574881633,1.7764134092741606,Iris-virginica
+79,6.2503756875852226,3.0323867979793184,4.6846416891921265,1.4591698565394038,Iris-versicolor
+80,6.262313164001009,2.428971145217333,4.817219063775724,1.4961417172957332,Iris-versicolor
+81,6.310812207618898,3.385508891136724,5.609953422586896,2.413569936410536,Iris-virginica
+82,6.302859794753416,2.4483450363075336,5.00932275788746,1.8969684049899782,Iris-virginica
+83,4.996303974299466,2.4005811252930886,3.008975167287698,1.0284635828737456,Iris-versicolor
+84,6.100029861657701,2.6021260254193637,5.613530508944797,1.3908699286338335,Iris-virginica
+85,6.468067688204612,2.9665038943114386,4.304820184670602,1.343418904091516,Iris-versicolor
+86,6.022296810982528,3.0364794894385594,4.596935656239346,1.4663980966060723,Iris-versicolor
+87,4.40000055442228,2.8721068534706164,1.4013784399080262,0.19495748216872721,Iris-setosa
+88,6.528367906953376,3.1277212235188516,5.335979066212635,1.9943814047712107,Iris-virginica
+89,6.951985931461209,3.118764425377573,5.048511363939555,2.2915322331086667,Iris-virginica
+90,6.20201443243794,3.315001569967375,4.688505147867481,1.607250168426654,Iris-versicolor
+91,4.971043685686435,3.407453813101249,1.6013568357695431,0.43336560790463435,Iris-setosa
+92,6.569990539141859,3.0,5.880353239640399,2.2243194274290583,Iris-virginica
+93,5.411260166394596,3.4007061668909806,1.7836372138950045,0.19784065804719997,Iris-setosa
+94,7.711253870510515,2.6057765138622724,6.899998955381879,2.2902956356011335,Iris-virginica
+95,5.4106253130887225,3.9,1.2567785148740167,0.29428537197690907,Iris-setosa
+96,6.031575758576967,2.668664024031256,5.166457034230288,1.5791904247780808,Iris-versicolor
+97,4.5000842912718415,2.314259800116256,1.2880510134409757,0.2975684111780157,Iris-setosa
+98,5.830534481587408,3.0,5.124311137965322,1.8289508326317077,Iris-virginica
+99,6.0371985310582374,2.924669017802241,4.464051569879041,1.4793575030572712,Iris-versicolor
+100,6.8899108675837875,3.071800530301251,5.196124651462561,2.2358078229952043,Iris-virginica
+101,5.654747309076747,2.9762563395954995,3.908055441924056,1.3662543244431475,Iris-versicolor
+102,5.667981588925824,2.576431417770284,3.9447686112411198,1.0662447809766806,Iris-versicolor
+103,5.993937266199779,2.7372434512064183,5.078466152358173,1.5897812527228596,Iris-versicolor
+104,4.86257908602422,3.0446805279684184,1.4704388588456931,0.1,Iris-setosa
+105,7.899998617230295,3.8057338199536974,6.383022186652848,1.9911359812443787,Iris-virginica
+106,4.4,3.164245620775254,1.294366948423662,0.19160018649190974,Iris-setosa
+107,5.073383032187051,3.3585324398330503,1.4985299579102604,0.34434593397553775,Iris-setosa
+108,5.25191777140232,3.389032559979142,1.4203538649420944,0.19415379917864428,Iris-setosa
+109,5.194118262988411,3.787794022971066,1.498718606123933,0.20882398980782826,Iris-setosa
+110,6.298061180311942,2.3206648766811857,4.397990571527729,1.3120247750316982,Iris-versicolor
+111,5.146499459412264,3.4929220457436947,1.3984970328817354,0.20370754705586788,Iris-setosa
+112,5.636181971714806,3.0,4.504858370903809,1.5030094738981958,Iris-versicolor
+113,6.2976662164028525,2.486860856753382,5.0089408625634375,1.9085596971474255,Iris-virginica
+114,7.251130290264349,2.8835703327672477,6.3003395522587065,1.8036424697512277,Iris-virginica
+115,6.781501060102121,2.7675452034392256,4.801773760416241,1.425663387672868,Iris-versicolor
+116,5.639124127656349,2.9028200056728086,3.7918850219550717,1.299588046822456,Iris-versicolor
+117,6.2781963078690195,2.357352042661234,4.750819113461511,1.4909515366167851,Iris-versicolor
+118,5.817845385275928,2.9792983258573633,4.435994942862921,1.3619443937595468,Iris-versicolor
+119,7.8999989329938405,3.804348333418913,6.365992222195231,2.0017355656554834,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/25/test.csv b/iris/tab_ddpm/3_3/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/25/train.csv b/iris/tab_ddpm/3_3/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/25/val.csv b/iris/tab_ddpm/3_3/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/26/synth.csv b/iris/tab_ddpm/3_3/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e078f86ce5267353a9658fb291e510621c40bf52
--- /dev/null
+++ b/iris/tab_ddpm/3_3/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.049885044658529,2.46743279309466,2.791653972770857,1.0838551756355244,Iris-versicolor
+1,6.688793286216424,3.314094414519847,5.6903401613276205,2.0976010764336905,Iris-virginica
+2,5.649106705162578,2.986647745656899,4.493488066334122,1.4796304220161007,Iris-versicolor
+3,5.022271355662213,2.451925372329443,3.157344060436043,1.0869947194314482,Iris-versicolor
+4,7.757404425140394,2.5766190099319193,6.9,2.298788211341027,Iris-virginica
+5,6.82500505920884,3.092436481857162,5.176892358915151,2.267016713981583,Iris-virginica
+6,7.9,3.804403829894703,6.41455224932306,1.984445430701501,Iris-virginica
+7,4.400000539416899,3.1792385924036934,1.3178472409980633,0.20307216423440402,Iris-setosa
+8,6.314708619679793,3.3901395663677394,5.651551218262782,2.3870520529825154,Iris-virginica
+9,5.03080921853719,3.4161922619499774,1.7280021118014803,0.37973721554940654,Iris-setosa
+10,4.400000476882828,3.0729658728610296,1.3091337212075391,0.20058354528606429,Iris-setosa
+11,6.167397365962836,2.1815809208814723,4.4714314265819715,1.5208098767541733,Iris-versicolor
+12,5.000529286999141,3.4066663483449227,1.6323885812752352,0.3689075416910299,Iris-setosa
+13,4.915630192231263,2.4042695212258822,3.3366048574683775,1.0272921252368712,Iris-versicolor
+14,6.3097986447555465,2.840502060766414,4.277033187879589,1.261263065325534,Iris-versicolor
+15,5.138351181312923,3.496503030836477,1.4014667396562632,0.20187641557212344,Iris-setosa
+16,5.133902372689841,3.6646680319547142,1.489166750097895,0.3836153760748378,Iris-setosa
+17,4.586807925393662,3.373411241458832,1.3961872249601162,0.3539548977034046,Iris-setosa
+18,5.30394179807402,2.7660475083496703,3.642507796044695,1.3778706784924522,Iris-versicolor
+19,4.8138986081125354,3.394837532802238,1.800635278259705,0.20398793660990663,Iris-setosa
+20,6.508594339060436,3.1940238453529,4.988498982242098,2.0034015107263246,Iris-virginica
+21,4.586611617626316,3.592906780883876,1.0000004694502542,0.20504149398005758,Iris-setosa
+22,5.099817870050853,3.4884397515418324,1.376277368852978,0.2026534415220797,Iris-setosa
+23,6.683452680743107,3.289716246598996,5.645866307145925,2.083944138882751,Iris-virginica
+24,5.8124617188499395,2.936886933927838,4.412191947649818,1.3024669547372298,Iris-versicolor
+25,7.9,3.816260286574284,6.411313865408587,2.018441008541952,Iris-virginica
+26,6.163601174071767,2.2220151060266806,4.447205090277577,1.468569211975818,Iris-versicolor
+27,4.763959771426168,3.0,1.4040675840243129,0.29248374903540797,Iris-setosa
+28,5.61411045625027,3.7443657550831726,1.4883745119425997,0.28011004858071586,Iris-setosa
+29,4.6076780419111865,3.6066267164261223,1.0,0.20227634446404846,Iris-setosa
+30,6.20267625129154,2.6865623316959475,4.843228228088128,1.4807558557796396,Iris-versicolor
+31,6.354260377007347,2.897204029602914,5.6018427491900065,1.8481993273098194,Iris-virginica
+32,5.418832219647431,3.9,1.297501763472852,0.5263546334028059,Iris-setosa
+33,4.832359164343488,3.0,1.3906258429904657,0.2935237732566412,Iris-setosa
+34,6.497623385611336,2.9820133982290087,4.346778055349175,1.3463895141816091,Iris-versicolor
+35,6.686866379114253,2.489672466750495,5.789661681066919,1.8083799689164515,Iris-virginica
+36,4.843013772259285,3.0,1.3950973259037545,0.2874077116140077,Iris-setosa
+37,6.922332622071881,3.127360916745634,5.456326530074818,2.2880826600740285,Iris-virginica
+38,5.116984677417687,3.4924990498813075,1.3845208261205475,0.29056911656097917,Iris-setosa
+39,6.672439739545268,3.3243532753160836,5.649763328379888,2.1179573980619,Iris-virginica
+40,6.894402483937763,3.2053255104087537,5.681130331477899,2.3010027659473824,Iris-virginica
+41,6.376556351125278,2.9621004404402402,5.693802675562399,1.9956976105935669,Iris-virginica
+42,4.898609685068572,3.086226281391495,1.4852909691577394,0.1000001332447697,Iris-setosa
+43,7.696458165019872,2.577635729719343,6.8999982551492725,2.259035294999966,Iris-virginica
+44,6.983023657785796,2.910615101451987,5.964682725503711,1.7927451387481943,Iris-virginica
+45,5.080498874738922,3.801388717040154,1.49558488773088,0.20333473861440926,Iris-setosa
+46,5.822951946614605,2.670927176063942,5.100593240467485,1.8512680214964952,Iris-virginica
+47,5.005058581352394,2.0,3.47289806570431,0.9716749388013544,Iris-versicolor
+48,6.198191918653089,3.352807926287151,4.644443375983096,1.6370225706239547,Iris-versicolor
+49,5.87268372672786,3.0,5.180064946599033,1.8109987423528426,Iris-virginica
+50,6.728202278444896,3.309508952033975,5.724147390638604,2.4999996366253807,Iris-virginica
+51,5.303409653112636,2.47176101114195,3.473977153802977,1.080347010107929,Iris-versicolor
+52,6.165587133670216,2.185795039953987,4.481014330934705,1.5055172667250034,Iris-versicolor
+53,6.785948085808794,2.7929188702868974,4.753572771207445,1.3766746366361615,Iris-versicolor
+54,4.904673085946199,2.3920876579890678,3.291966764423612,1.030462650971069,Iris-versicolor
+55,4.757360820712165,3.4058440733803153,1.49417799948413,0.20036776784021662,Iris-setosa
+56,4.8569685968729415,3.074681730362049,1.4938100259526306,0.10000012076809271,Iris-setosa
+57,5.5268260361535475,2.6289388104805673,4.364754634627413,1.2050368222423757,Iris-versicolor
+58,7.637511535240835,2.9408742093441154,6.639515824632136,2.0717580250586223,Iris-virginica
+59,5.489308750072751,2.366979129079443,3.6369856824112823,0.9290771432420686,Iris-versicolor
+60,4.785339946245811,3.0,1.4003588514340275,0.1,Iris-setosa
+61,6.504350053480583,3.0,5.465272000304715,1.7925412208164546,Iris-virginica
+62,6.5486337807071315,3.0,4.4250050853050995,1.4044121054474723,Iris-versicolor
+63,7.675558503204097,2.8348674478252214,6.641891767190158,2.0142101161266632,Iris-virginica
+64,4.878446048116371,2.3969514632923823,3.1608239670424174,0.8846616696800924,Iris-versicolor
+65,7.708452056314067,2.602607201786123,6.9,2.3030139377097463,Iris-virginica
+66,7.678588659117018,2.6100812836584213,6.8999981839145565,2.3063812682413247,Iris-virginica
+67,4.492453248187953,2.3209669932319765,1.3079239761506023,0.341788542066926,Iris-setosa
+68,4.79218639620629,2.3696298742424933,3.4357402957581833,0.9079562719662493,Iris-versicolor
+69,7.283231445427118,3.0,6.28636688558886,2.1133095447215284,Iris-virginica
+70,7.443288847760621,3.0,6.414331297826418,2.0579423199195674,Iris-virginica
+71,4.982059237884722,3.3844542001373235,1.5303869978223927,0.49559219089423046,Iris-setosa
+72,6.783266689115113,2.81107606441536,4.807234932711877,1.4309365274666448,Iris-versicolor
+73,6.257562565264535,3.3304986119526636,4.6738269893734845,1.597689981830852,Iris-versicolor
+74,4.597626364101394,3.6152040397974776,1.0000006229251042,0.19841292100521624,Iris-setosa
+75,5.210341134082053,3.392714866921214,1.4016781651203474,0.20018814798033394,Iris-setosa
+76,5.37371389390416,3.9,1.3150440914737083,0.4041077286953372,Iris-setosa
+77,5.638178696910214,2.933327888720932,3.900755105812915,1.317324625099753,Iris-versicolor
+78,4.754024073616741,3.0,1.400929827505622,0.2961994602700022,Iris-setosa
+79,4.898823824575366,3.114495458968017,1.5863297108479664,0.10000011759396653,Iris-setosa
+80,7.717236909655707,2.5977060050927996,6.9,2.3192648696413594,Iris-virginica
+81,4.600211933458241,3.6133755054359806,1.000000495568459,0.19963222611181752,Iris-setosa
+82,4.848324778950565,3.0,1.4354326449575368,0.10000013185569326,Iris-setosa
+83,5.9894166357606125,2.8944793132265114,4.507290667936723,1.5038500127157435,Iris-versicolor
+84,5.359754973796048,3.670745992731843,1.4951148656046331,0.20084341875134165,Iris-setosa
+85,6.090388544295356,2.595576191421289,5.596948540399962,1.4217160549065109,Iris-virginica
+86,6.11691498069777,2.594567209987396,5.586327372986224,1.3950094356609637,Iris-virginica
+87,6.335058143256725,2.3773871696382867,4.471349989406977,1.3049271411815075,Iris-versicolor
+88,5.648978365178901,3.0,4.566292995970704,1.497879225756311,Iris-versicolor
+89,5.777078863565845,2.7022156635411347,5.089693543794793,1.8752723382187686,Iris-virginica
+90,6.4606495641890795,3.0,5.802780096894961,2.191837917014431,Iris-virginica
+91,4.797756116638169,3.0,1.3731967538739798,0.1,Iris-setosa
+92,7.727687056966001,2.5617180529433186,6.899998766814615,2.305892326602254,Iris-virginica
+93,4.992367784966604,2.4525177917742353,2.8683900310263146,1.0570997036294174,Iris-versicolor
+94,6.715199147554552,3.1674165011557416,5.7223680579946326,2.1103070889646403,Iris-virginica
+95,7.8999738917503,3.710263825486741,6.300062128303357,2.0537046786529474,Iris-virginica
+96,6.477486567032161,3.0,5.402652777633581,1.8374123735942787,Iris-virginica
+97,5.855607932042477,2.935391621965341,4.4919191070696325,1.3251552357114784,Iris-versicolor
+98,5.124415126665461,2.50261514119037,3.22936315336334,1.1017555079532955,Iris-versicolor
+99,6.225516223427579,2.81733578867781,5.601565541769966,1.7821447301582325,Iris-virginica
+100,7.064661816212766,2.8777855369343603,6.108480382573198,1.7531673178237486,Iris-virginica
+101,5.570466322551041,2.4655102573443237,3.812386476101886,1.062470913279972,Iris-versicolor
+102,7.647653903589235,2.5769816297841706,6.9,2.2954232566114574,Iris-virginica
+103,6.31378777645721,2.487787004507179,4.959331568851302,1.9173080520241998,Iris-virginica
+104,6.254187369248744,2.2658020686688833,4.631832102469609,1.4735748854930337,Iris-versicolor
+105,6.087454796531243,2.6182489293740727,5.5904804653562605,1.4066421939606757,Iris-virginica
+106,6.101174759085019,2.653987052666589,5.1153131832503025,1.5500913876495959,Iris-versicolor
+107,5.709320382221467,2.7185817696337615,4.462638026697225,1.2124202867023977,Iris-versicolor
+108,6.489684215855714,3.1993346081527405,5.055843147851055,1.9781825715279295,Iris-virginica
+109,5.406876699730257,3.4002434353000734,1.836715483623164,0.20093952034954646,Iris-setosa
+110,4.656028499209304,3.3881447882046403,1.4249979920695508,0.2930882871982246,Iris-setosa
+111,6.515446660597508,3.095664613063173,4.5797620040254365,1.473534104450361,Iris-versicolor
+112,6.270820382912435,2.3018509089031967,4.43301206449006,1.3066731162295542,Iris-versicolor
+113,6.153067727796173,3.345619444613209,4.5605697956122615,1.5964013193485385,Iris-versicolor
+114,6.4620799216698925,3.0,5.759292747384456,2.092991398047455,Iris-virginica
+115,5.53977990983357,2.429157162708264,3.790506015088464,1.0432322664881937,Iris-versicolor
+116,7.218125751110347,2.918682560633158,6.226814777926492,1.8098821971417818,Iris-virginica
+117,5.063823677409924,2.467243767669098,3.0280302995932185,1.0885484112149113,Iris-versicolor
+118,4.938554743602044,2.4444857691541877,2.9980317614587015,1.0161335297084393,Iris-versicolor
+119,4.4,3.1739661015754823,1.3075294484295554,0.20374958256302275,Iris-setosa
diff --git a/iris/tab_ddpm/3_3/26/test.csv b/iris/tab_ddpm/3_3/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/26/train.csv b/iris/tab_ddpm/3_3/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/26/val.csv b/iris/tab_ddpm/3_3/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/27/synth.csv b/iris/tab_ddpm/3_3/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c4a4f4f587baa08b78786cea4ea4523395537019
--- /dev/null
+++ b/iris/tab_ddpm/3_3/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.899998206008238,3.794513924919822,6.447489568921194,1.9886185403732095,Iris-virginica
+1,4.810500866924568,3.0,1.4392001538415713,0.1,Iris-setosa
+2,5.1740464643545785,3.426091805577645,1.4014230191422474,0.19437524810442747,Iris-setosa
+3,5.772185855856878,2.8479063353815963,4.328462326885384,1.3068276959343044,Iris-versicolor
+4,4.9112350043869,3.0880645127600728,1.4921750973902335,0.1,Iris-setosa
+5,7.694499789802332,2.8101239583492057,6.684445261269514,2.000384177092683,Iris-virginica
+6,4.4000004603098155,2.867964795202498,1.3660329920969767,0.19949591592976354,Iris-setosa
+7,6.251782733030608,2.2825011196881224,4.480501018016343,1.3470132459040016,Iris-versicolor
+8,5.0062752658430085,3.434831013500877,1.7573194400498506,0.35921795592808414,Iris-setosa
+9,4.897235467831227,3.084507448514505,1.496578838267456,0.10000011367631119,Iris-setosa
+10,4.8812119485505425,3.4049950484324905,1.5022904774626527,0.2625188203379345,Iris-setosa
+11,4.602317754718009,3.621513861933168,1.0000004260766393,0.19770489977834094,Iris-setosa
+12,5.675420404455762,3.0,4.486105821945809,1.4755070650651672,Iris-versicolor
+13,4.616309910122946,3.3855656673792534,1.4057689074326922,0.29627578718600234,Iris-setosa
+14,6.18509543011725,2.760867080581282,4.276422962089441,1.1537847481998378,Iris-versicolor
+15,6.299534443904166,2.9140739929650135,5.649025785547926,1.8652344111109203,Iris-virginica
+16,6.732207634544027,3.283688880940843,5.671079493267961,2.5,Iris-virginica
+17,5.834915220268209,3.053887007162767,4.308803173946714,1.4509975412129623,Iris-versicolor
+18,4.880322325844741,2.3764419449808414,3.4675390311445122,1.0121332034456372,Iris-versicolor
+19,4.9792734672375385,3.392104103805462,1.4941885295142456,0.31717079018869576,Iris-setosa
+20,5.083350166569654,3.7988702797789173,1.7393864584784473,0.1996390742506684,Iris-setosa
+21,6.706039048254179,2.490655128471114,5.797169793671367,1.8057099068626057,Iris-virginica
+22,5.459814981758762,3.4003321833244455,1.8797251588474517,0.2008841527566876,Iris-setosa
+23,6.068954757763493,3.34718387123695,4.501589414487987,1.5871725116662612,Iris-versicolor
+24,5.626952313987373,3.0,4.450426285196125,1.5166086281517932,Iris-versicolor
+25,6.022637604259194,2.213131003323653,4.998537020609243,1.4905966376822257,Iris-virginica
+26,5.721015370473563,2.892870155800235,4.135078217126647,1.297485670350982,Iris-versicolor
+27,4.88596879025189,2.4256057202769483,3.3480852549537294,1.014467933581257,Iris-versicolor
+28,5.63986224659837,2.9802637768890037,3.98103335692584,1.2656506973765604,Iris-versicolor
+29,6.721157817510298,3.297523897600837,5.710372970451272,2.5,Iris-virginica
+30,6.279547807639648,3.4029789981915988,5.582195360511183,2.3943607709736443,Iris-virginica
+31,6.9452045675196175,3.1974659675423207,5.615944874048622,2.3203810973972443,Iris-virginica
+32,5.625462577607379,2.8822162817899386,3.561417576265189,1.298975413146884,Iris-versicolor
+33,5.274193679019423,2.8336852065694904,4.206592500092151,1.4369157252073699,Iris-versicolor
+34,5.110589868703991,3.7844451552413596,1.6240761028499169,0.20053100977988633,Iris-setosa
+35,5.438643612929065,3.9,1.2988701230827098,0.39169354993001554,Iris-setosa
+36,5.582276481273553,2.886842454304414,3.6981765846426775,1.3098487115430617,Iris-versicolor
+37,5.572132922276007,2.5331023432025974,4.257891813866211,1.0931410348457002,Iris-versicolor
+38,6.964591327309618,3.2142029876403657,5.700326079395786,2.2830100256205093,Iris-virginica
+39,6.764542920624817,2.79178751090881,4.70143198360375,1.399583805324284,Iris-versicolor
+40,6.291438742748252,2.3330902440422663,4.421508871397075,1.3053989948463713,Iris-versicolor
+41,6.068495603099326,3.0617596395193525,4.61089916911131,1.462155047507686,Iris-versicolor
+42,4.996314992018729,3.6000617502758536,1.4010858099579817,0.2012147400244354,Iris-setosa
+43,6.096322877587,2.854666352705715,5.539669922604137,1.8007567896524548,Iris-virginica
+44,4.559333935582531,3.366852897625934,1.3528831867512205,0.2991967195226841,Iris-setosa
+45,5.994613053600959,3.392220480008254,4.471992989488021,1.5799620210184029,Iris-versicolor
+46,6.78574398204618,3.2002421479776424,5.753689019162039,2.284385612037924,Iris-virginica
+47,6.031121746003594,2.6619728347646996,5.083368961224067,1.5785154461652653,Iris-versicolor
+48,4.840121432765982,3.0,1.431909457388724,0.10000011631160484,Iris-setosa
+49,7.688715010259556,2.5846329467895233,6.899998959401251,2.3036720853285293,Iris-virginica
+50,4.826686766128907,3.0,1.3954872882220093,0.1,Iris-setosa
+51,7.352064659598825,3.0,6.278924685292661,2.147240588439006,Iris-virginica
+52,5.156148227560816,2.651603366221798,3.7029723042608467,1.379997545398122,Iris-versicolor
+53,7.310757630086679,2.9068319658840025,6.322678620920358,1.8175296104053802,Iris-virginica
+54,4.597564166810852,3.3932449899594106,1.402206823426971,0.37030247122626736,Iris-setosa
+55,5.927773128844628,2.6342948897785616,5.059941610060265,1.9133346363999142,Iris-virginica
+56,4.827634454692339,3.0,1.4222708155392374,0.1000001004727137,Iris-setosa
+57,4.8492655594566445,3.0,1.4170642385857344,0.10000021569569659,Iris-setosa
+58,4.587221618158699,3.6255479319863726,1.0,0.20136324140208217,Iris-setosa
+59,6.698139878000191,3.301610666543192,5.6909813015654995,2.1147335666632463,Iris-virginica
+60,6.793128756189347,3.189669323966286,5.79149891110709,2.284088326831264,Iris-virginica
+61,7.176178628019221,2.617828034235993,6.331232274736465,1.8692936475046422,Iris-virginica
+62,6.64661768980074,3.038419208185676,4.509525353028349,1.461738720263797,Iris-versicolor
+63,5.326933762375638,3.9,1.2928402888572375,0.364199456503977,Iris-setosa
+64,5.437604536547798,3.377031104626023,1.827583845272129,0.2003084524105556,Iris-setosa
+65,5.935492215764824,3.0,5.1226636536844214,1.8359079069259476,Iris-virginica
+66,7.9,3.8190471030494253,6.402767886676222,2.005073601749938,Iris-virginica
+67,7.698589114458329,2.589366254013302,6.9,2.2980156634688074,Iris-virginica
+68,5.094615132296558,3.290603754876503,1.3908944341711522,0.1970068783952751,Iris-setosa
+69,5.122984332938734,3.5002824136365036,1.389095254531304,0.2933691241741454,Iris-setosa
+70,6.656360018379354,3.061835440211342,4.621978392946556,1.4644718559555505,Iris-versicolor
+71,6.208205525984102,3.322039923843992,4.610834266876877,1.577817565752672,Iris-versicolor
+72,5.154566348846858,2.6452570266722195,3.750727560619335,1.378677519386364,Iris-versicolor
+73,6.689538314869099,3.31573408807767,5.692079653108257,2.5,Iris-virginica
+74,6.080057525009161,2.5819255905609246,5.614735043396747,1.3959175381905624,Iris-virginica
+75,6.765047028936581,3.22843721416966,5.85120121522013,2.246790920842704,Iris-virginica
+76,6.688505416001399,3.0,5.930718117666151,2.1376117756267763,Iris-virginica
+77,5.700878195270839,3.802844054981325,1.941952326671822,0.34375475698974156,Iris-setosa
+78,6.807491441175277,3.0,5.494287658777894,2.1200297878600325,Iris-virginica
+79,4.400000678365416,2.892874866446435,1.401852953425343,0.20662711598780822,Iris-setosa
+80,4.648247765845136,3.6101275771527335,1.000000452379454,0.19550814353503398,Iris-setosa
+81,5.655207231333324,2.8028617681035857,4.475513129009141,1.2353632489136415,Iris-versicolor
+82,5.603287707500232,2.4753283128663672,3.9025200902840598,1.0956228762696647,Iris-versicolor
+83,5.353484862969536,3.899999582405992,1.2898149981349116,0.39483480933142856,Iris-setosa
+84,6.541999742644916,3.0,4.334700774815767,1.3704851945518752,Iris-versicolor
+85,6.1312326372766135,2.8249439658197226,4.664931091870418,1.20793040162681,Iris-versicolor
+86,6.251970817092744,2.9076014384608833,5.620611595381163,1.776030459221666,Iris-virginica
+87,4.895453273981847,3.0,1.399673959966092,0.20616507161187655,Iris-setosa
+88,4.4,2.9890032841854213,1.3723414247561323,0.19298823568571033,Iris-setosa
+89,6.397911506671289,2.8955990756441663,4.2995339455119055,1.3057939337941904,Iris-versicolor
+90,6.906244677233416,3.191540631253159,5.763934252236303,2.3043473049951975,Iris-virginica
+91,6.694102573124606,3.305146083163141,5.699658615747286,2.4999981875129125,Iris-virginica
+92,6.212807467073198,2.5273332876462886,5.006560082789994,1.5112570876339224,Iris-versicolor
+93,6.424262267172976,3.1852074840334152,5.065446607750575,1.9681110587275152,Iris-virginica
+94,5.465885385231596,2.5594032783111373,4.387067636824466,1.173490946231906,Iris-versicolor
+95,4.5070057916492,2.3019524352244614,1.303262334814583,0.29919293282108006,Iris-setosa
+96,6.196862391011048,2.2126363124701887,4.476453678025487,1.4945796281515427,Iris-versicolor
+97,7.190380858879113,2.8839438077626007,6.177403842145407,1.7654436289440263,Iris-virginica
+98,6.188858898928379,2.200802545559649,4.491318792143083,1.5112042319940433,Iris-versicolor
+99,6.366389476343972,2.910195081207877,4.5168669660565115,1.3076523886114126,Iris-versicolor
+100,7.716531563476448,2.6010825009287553,6.9,2.289976273950466,Iris-virginica
+101,5.60602008337263,2.9067070606594094,3.5353904143826664,1.2943167565134681,Iris-versicolor
+102,6.685862217597336,2.822992199542571,4.5974252154237965,1.374789676011666,Iris-versicolor
+103,5.052979422831506,3.547415542639083,1.4000390502872584,0.196144949377076,Iris-setosa
+104,6.814331657189077,3.0,5.5204690462399215,2.0742590884993937,Iris-virginica
+105,5.878407157857456,2.682486236748536,5.096878044688279,1.9014104786076635,Iris-virginica
+106,5.160097413016322,3.760492438400786,1.6949902817255222,0.2946835913633381,Iris-setosa
+107,6.489191496432261,2.975402927237893,4.273795326584196,1.3373447219805046,Iris-versicolor
+108,6.312144599471379,2.4838383588588737,4.8680103463140805,1.4879846420758602,Iris-versicolor
+109,6.202696819241003,2.54434282331794,5.019091842846488,1.51907985728982,Iris-versicolor
+110,7.261647119354516,3.0,6.237112209129649,2.1368460406129692,Iris-virginica
+111,6.718636409924278,3.1390399131962345,4.706971772314731,1.5107032832417258,Iris-versicolor
+112,6.802964452693618,3.194809262043842,5.788860139833058,2.280607787225026,Iris-virginica
+113,6.2882972527867125,3.295481529448204,4.660349996829849,1.586616308820257,Iris-versicolor
+114,4.740917850021485,3.365830736672323,1.4902394057642028,0.21503759626248098,Iris-setosa
+115,5.001684992294805,2.0,3.5008902314126633,1.0000089842339384,Iris-versicolor
+116,4.998980104185307,2.000000468954531,3.5145106414271483,0.9895070452511401,Iris-versicolor
+117,6.284287802388909,2.3146994793315336,4.691821671812647,1.5068034918767776,Iris-versicolor
+118,6.321347590718916,2.442592085870873,4.805749905907254,1.5072857041514875,Iris-versicolor
+119,4.986398868395069,2.0,3.531445202305041,1.0521875706355748,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/27/test.csv b/iris/tab_ddpm/3_3/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/27/train.csv b/iris/tab_ddpm/3_3/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/27/val.csv b/iris/tab_ddpm/3_3/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/28/synth.csv b/iris/tab_ddpm/3_3/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b33ef6507a9c3c054e46d1955f5ef8c3ac6cb26a
--- /dev/null
+++ b/iris/tab_ddpm/3_3/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.687263274158696,3.7958221606097577,1.7283299690124438,0.2960081313004794,Iris-setosa
+1,6.058048315332597,2.9431961041674843,4.468261863547576,1.4630876417419512,Iris-versicolor
+2,6.417973144311567,3.073000075994757,5.15177558733496,1.8651857374424954,Iris-virginica
+3,4.8719066094427586,3.0,1.4001242200840471,0.20820740306239963,Iris-setosa
+4,5.3980750284021894,3.4068166613178517,1.4906418950730655,0.3913407767290016,Iris-setosa
+5,6.315800004042318,2.320885375489298,4.36085325848523,1.2972557035645178,Iris-versicolor
+6,5.213052675014745,3.420402457753329,1.4029723706542796,0.19669861654580792,Iris-setosa
+7,7.354127547392455,2.9049464019201277,6.306392026289007,1.809339786940261,Iris-virginica
+8,6.171666795113264,3.3282323433737107,4.625550523164876,1.6080132572002048,Iris-versicolor
+9,5.593785181627723,2.47857827681749,3.860765273459288,1.0800852812577406,Iris-versicolor
+10,6.147472552777701,3.321716466693257,4.659407249881958,1.5874594846857355,Iris-versicolor
+11,5.62330630033093,3.7845688593578193,1.6600307232380538,0.27855694390996355,Iris-setosa
+12,6.509087477100478,3.1901956992763347,5.08502113772999,1.9866551509012016,Iris-virginica
+13,6.715719284485752,3.3322434133023484,5.700470526185527,2.5,Iris-virginica
+14,6.118985349481483,3.321848074967262,4.575590917723084,1.5962497569040193,Iris-versicolor
+15,5.998063730549917,3.0,5.2133859052003135,1.8020052506894286,Iris-virginica
+16,4.911930090734864,3.120045881454613,1.5722482742738904,0.1,Iris-setosa
+17,5.049101732546195,2.4824683293490493,3.386723514996954,1.110571560276884,Iris-versicolor
+18,6.034184427166887,2.2277638676436555,4.982798139735883,1.4755827928426892,Iris-virginica
+19,7.375503114463822,2.9116410570612006,6.427250218416039,1.8361660007720249,Iris-virginica
+20,7.727338046178395,2.598305775973422,6.899998956847826,2.2711532139109307,Iris-virginica
+21,7.730281968661917,2.591016127159687,6.9,2.2804082007783295,Iris-virginica
+22,7.716533584967275,2.6019595199429926,6.9,2.322143881847252,Iris-virginica
+23,7.9,3.8045211616470778,6.461535393352685,1.988165335061465,Iris-virginica
+24,5.985627122112307,2.9524074532902596,4.6346114402765535,1.3412924787138523,Iris-versicolor
+25,6.867420553164173,3.108934437154738,5.068008231809335,2.288121877367317,Iris-virginica
+26,5.13404969337974,3.469964916180433,1.3954883700589638,0.20476049210591363,Iris-setosa
+27,5.377305036637672,2.418764242538483,3.5920786418743327,0.950316772208242,Iris-versicolor
+28,7.9,3.8008083459584974,6.40308525810586,1.995526293085639,Iris-virginica
+29,6.306617151664143,3.4068255812331034,5.617809504684616,2.39307167457322,Iris-virginica
+30,6.3364339706311155,2.3511854453997416,4.467605133026411,1.3135249488857874,Iris-versicolor
+31,4.4000005728810745,3.0956697017155124,1.3464430583040052,0.20197124633736874,Iris-setosa
+32,7.531333078964608,2.9951085015016057,6.525986605599725,2.0621253170511546,Iris-virginica
+33,6.514537572987868,3.0,5.509905689929249,1.7909332451730635,Iris-virginica
+34,6.286325929125231,2.271081835572354,4.492756188393571,1.4604286936109194,Iris-versicolor
+35,5.083915068064095,3.698713322226781,1.497062490938917,0.4057273721804063,Iris-setosa
+36,5.155011476264666,3.7819963751723207,1.559563026622731,0.20974222250077118,Iris-setosa
+37,5.315330363437167,3.626920008564246,1.4866166564726118,0.20303191056711734,Iris-setosa
+38,5.634674798467368,2.904633845809613,4.296682229805582,1.3041932610174025,Iris-versicolor
+39,6.425332034164509,3.0,5.448572066361183,1.7937579946456212,Iris-virginica
+40,6.122752225849937,2.592245723469207,5.098781145273642,1.5628423604404909,Iris-versicolor
+41,5.946557462554681,2.9119509057128767,4.445546055931457,1.502124221504954,Iris-versicolor
+42,5.790976493886775,2.941295402668929,3.9549251569021147,1.463789409104831,Iris-versicolor
+43,5.70135045767657,3.801592239178201,1.5563764182482773,0.33509406200425995,Iris-setosa
+44,5.811082638082466,2.690157446806856,4.089095267100664,0.855887180035559,Iris-versicolor
+45,4.627291286394736,3.595816687869344,1.0000004821072586,0.19409599693253854,Iris-setosa
+46,5.093078926071435,3.4946334295065737,1.400769344005182,0.3133543577066113,Iris-setosa
+47,5.532443698344103,2.4941351929682045,3.7913470703935888,1.0658780150485283,Iris-versicolor
+48,5.931205295947816,2.7125003092105526,5.0476339584499526,1.5678669828956566,Iris-versicolor
+49,5.941852820629744,3.301307434949012,4.415081030915699,1.6043838901312886,Iris-versicolor
+50,5.404238434353503,3.4058754228898622,1.5118886984007736,0.20053008394991087,Iris-setosa
+51,4.4,2.9002131302010032,1.396697279793909,0.19770469479141387,Iris-setosa
+52,4.900221965442567,3.0536160468882705,1.4889699683819024,0.1,Iris-setosa
+53,4.4,2.896403054849489,1.400408643283421,0.2058766206033499,Iris-setosa
+54,6.271000293320108,2.242410072180279,4.592435476062464,1.4893197873457387,Iris-versicolor
+55,6.572600973875634,3.0,4.376239876151592,1.3751547074995771,Iris-versicolor
+56,5.275547387064926,2.7642977726227613,4.025521318525152,1.423423757678648,Iris-versicolor
+57,6.847794837384771,3.1873774559925203,5.763934998937131,2.291747964616524,Iris-virginica
+58,6.27806524075822,2.4697563870409613,4.977335266026806,1.8884917806368278,Iris-virginica
+59,7.692841052950676,2.607029965154098,6.899998602368253,2.280586932259746,Iris-virginica
+60,6.341521117033767,3.3972310594219253,5.629213044585337,2.392251137763298,Iris-virginica
+61,6.584875614833758,3.0,5.7408794762796225,2.1682688817644435,Iris-virginica
+62,5.095549241541472,3.5052668811682,1.3981654145423832,0.2914046884522562,Iris-setosa
+63,6.233543717285668,2.703046440874494,5.6018336304345,1.5234584227779069,Iris-virginica
+64,6.693363609353621,3.326399512480901,5.695402159294967,2.5,Iris-virginica
+65,5.433368370317567,3.8999995981236326,1.2664272004844985,0.40173140833511767,Iris-setosa
+66,5.007359189077535,2.000001018280363,3.4494268995458004,1.0287183541462908,Iris-versicolor
+67,6.698914849927206,3.2902111571556816,5.672148187475487,2.5,Iris-virginica
+68,7.669411858092074,2.815138593791632,6.670507621890795,1.999899787644607,Iris-virginica
+69,5.783100594236327,2.697187229526555,4.039521875832022,1.0060054687833941,Iris-versicolor
+70,4.4,3.1838949542776023,1.3036049470774693,0.19867635492460156,Iris-setosa
+71,5.387118694242891,3.899999461174656,1.312236573438074,0.3819655883254863,Iris-setosa
+72,7.70036500572015,2.6073499688260253,6.9,2.3043345268595115,Iris-virginica
+73,5.029550523603175,3.5749746749991242,1.4047450204994452,0.21293739556061045,Iris-setosa
+74,5.11947429473453,3.485828471905813,1.3977963666676434,0.20985563258339224,Iris-setosa
+75,4.795195125759165,3.0,1.4021101806973837,0.3422624425330776,Iris-setosa
+76,5.391205273196822,3.3956110275409572,1.4988497646618757,0.19274726399442962,Iris-setosa
+77,5.658183326389935,2.9367564388311425,3.989318586091756,1.3010813411324695,Iris-versicolor
+78,5.842030569213921,3.0,4.2122614197443715,1.4008841781973715,Iris-versicolor
+79,5.09418044754304,3.4850849031515363,1.4034723060176075,0.2037066657797465,Iris-setosa
+80,4.987002951955305,2.000000539019097,3.575643852900258,1.0101086714984802,Iris-versicolor
+81,4.77983712385979,3.3772667012395674,1.6022382664918402,0.20228412747205105,Iris-setosa
+82,6.081221143628263,2.5796849840326717,5.582549433961696,1.3926245244510018,Iris-virginica
+83,5.683006168678133,2.9693088416251885,4.249936421934155,1.2959765070237648,Iris-versicolor
+84,4.902352579070205,2.3875084563863083,3.2341293672001186,0.9740928237614375,Iris-versicolor
+85,5.767102828190707,2.7841501611201336,4.206878110288398,1.046214810866339,Iris-versicolor
+86,5.317206359600723,3.627561971138157,1.49374123308655,0.19905886561512204,Iris-setosa
+87,5.197664001356,3.4256786153336685,1.3657562078795975,0.2043080210991284,Iris-setosa
+88,5.436783908831139,3.3979286078391624,1.6676467419980432,0.2019344114723587,Iris-setosa
+89,4.868011570673435,3.3846680060769105,1.722537472021788,0.19512378050313628,Iris-setosa
+90,6.171888702907274,3.3451121044073506,4.615152031943268,1.549348585800735,Iris-versicolor
+91,6.738212723485516,3.227375809460542,5.7884024102386125,2.2999451778298923,Iris-virginica
+92,5.6928913776373316,2.56101355274057,4.020933669896389,1.070797546058923,Iris-versicolor
+93,4.400000504539803,2.8862272630544092,1.4026578100043088,0.19702718010605907,Iris-setosa
+94,6.680715543918604,3.277149993850762,5.665795392533965,2.4999994914924613,Iris-virginica
+95,7.649929817829352,2.586079229742724,6.899998897852493,2.2850091823899557,Iris-virginica
+96,5.189124914593496,2.6843829558863046,3.7938723391757265,1.3951842520812574,Iris-versicolor
+97,4.400000440639616,3.066582451416076,1.3071977138838713,0.2002110845393634,Iris-setosa
+98,5.609563585179901,2.9662970330553673,3.864788247655294,1.3049112333199022,Iris-versicolor
+99,6.012073887307353,2.6522525683937386,5.065006178363871,1.6158660788523675,Iris-versicolor
+100,4.639318354730635,3.395581197354115,1.4002026518848,0.29831879301435255,Iris-setosa
+101,6.292601561745956,2.8682065240645462,4.363512615471185,1.2702074676535426,Iris-versicolor
+102,6.7073033239137185,3.297272610844531,5.704104344424592,2.1050472712585235,Iris-virginica
+103,4.400000739933771,2.946206542471183,1.3980254594216124,0.20223159655246575,Iris-setosa
+104,6.276443535177697,2.45693817739707,4.873016273769846,1.5290820280227932,Iris-versicolor
+105,5.927615001280323,2.1979238330773994,4.962573737526354,1.4982235694964816,Iris-virginica
+106,4.88375235873238,3.0,1.4021033193415402,0.2140031578007815,Iris-setosa
+107,5.430688825224982,3.38588940446749,1.837167509392339,0.1976317543662317,Iris-setosa
+108,4.614677191852854,3.620168036572951,1.0000004703909144,0.19395901022588324,Iris-setosa
+109,6.553769351112964,2.9808698385165644,4.32329680205327,1.3592582165536464,Iris-versicolor
+110,4.4,3.1787612956335813,1.276356830327807,0.20143133222690104,Iris-setosa
+111,4.967490310599626,2.4100699200927638,2.933007630963613,1.0159950190118876,Iris-versicolor
+112,4.829066314171506,3.0,1.4178694997561259,0.1,Iris-setosa
+113,5.90271332797043,3.0,5.130019350599006,1.8002735951314783,Iris-virginica
+114,6.295575564054335,2.5649398810330775,5.382284491550432,1.9315910268710623,Iris-virginica
+115,7.9,3.81613555778339,6.410151994145009,2.029916678576237,Iris-virginica
+116,6.816528885409821,3.212591924223445,5.7900932552989275,2.2936775190903806,Iris-virginica
+117,5.036725592201476,2.0000004754969334,3.538823170104671,0.9566373071065055,Iris-versicolor
+118,7.6443204857421065,2.8039240817578572,6.67660269591599,1.984492921113505,Iris-virginica
+119,5.929504116609934,3.0,5.122149752788621,1.7930068015338085,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/28/test.csv b/iris/tab_ddpm/3_3/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/28/train.csv b/iris/tab_ddpm/3_3/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/28/val.csv b/iris/tab_ddpm/3_3/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/29/synth.csv b/iris/tab_ddpm/3_3/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3f1b781e70b9e710b77ee9d2a14a979cff9b8e7b
--- /dev/null
+++ b/iris/tab_ddpm/3_3/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.6441604370158345,3.0,5.34679757584131,1.9857124006414522,Iris-virginica
+1,5.538648099563371,2.618676710009139,4.451196976808862,1.2201445127332184,Iris-versicolor
+2,4.508194864262962,2.389043095848367,1.2724538997201584,0.30457100909925955,Iris-setosa
+3,5.168929180703155,3.4574830843709297,1.4013828685308523,0.20560394148471778,Iris-setosa
+4,4.626155815167302,3.6168180920765276,1.0,0.20378771435586177,Iris-setosa
+5,5.751389201127521,2.766608740252863,4.301432229771069,1.142957255727275,Iris-versicolor
+6,4.495230120353089,2.3122204374551076,1.29033312313606,0.28681969304194727,Iris-setosa
+7,6.123021739300965,2.5767691418995162,5.03838992353614,1.5473223039758,Iris-versicolor
+8,4.58698908377403,3.6260427712052,1.0,0.19530496566624078,Iris-setosa
+9,6.451224615733347,2.5276849890018225,4.534207092543124,1.3269060427013155,Iris-versicolor
+10,5.628181159255794,3.0,4.059266456865474,1.2775800266474484,Iris-versicolor
+11,5.0033405395685016,3.5550755022825555,1.4074322274121314,0.20157415000497078,Iris-setosa
+12,5.376332768987949,2.770575357592982,4.240444375088846,1.3739258846942433,Iris-versicolor
+13,5.503149143870519,3.9,1.3422435816979053,0.39873455533382707,Iris-setosa
+14,6.3164943634983075,2.496529373304284,4.8963944895476645,1.5134445064821365,Iris-versicolor
+15,5.090787940056539,3.6837553217337,1.4977272673696556,0.4450267334041532,Iris-setosa
+16,4.812462624920111,3.0,1.3518109732458126,0.10000009617201792,Iris-setosa
+17,7.350319454916412,3.0,6.27828129974222,2.1534375535045447,Iris-virginica
+18,4.591281798995416,3.3874398725119823,1.4007028723340467,0.29429419197813145,Iris-setosa
+19,4.4000004734475535,3.13352588293501,1.330014893770619,0.19945483361792027,Iris-setosa
+20,5.045322312651059,3.5587957749532584,1.3834843211392833,0.200565143108209,Iris-setosa
+21,6.051651240628633,3.374213792758646,4.542947712906369,1.6173243668766901,Iris-versicolor
+22,5.619284933599525,2.965379465487054,4.393858268039208,1.437592569148341,Iris-versicolor
+23,6.3124412357083255,3.389754655563671,5.597723398995945,2.388834795558047,Iris-virginica
+24,6.8960150231708575,3.103519823163015,5.150550488615223,2.3122378501829575,Iris-virginica
+25,7.562081710452044,3.0,6.534526713754286,2.085024323684004,Iris-virginica
+26,6.04534888227113,2.561398926421359,5.519246234075096,1.3929797788354166,Iris-virginica
+27,5.642885042594989,2.822454172770962,4.4229965289575475,1.3017469037666516,Iris-versicolor
+28,5.0179920034089065,2.0,3.5448567343914243,1.0111840426805339,Iris-versicolor
+29,6.8212216291338095,3.1577707453973307,5.764757014254016,2.2704564788957473,Iris-virginica
+30,5.061894751747505,3.5061178472691776,1.3867220980677537,0.2013497248527455,Iris-setosa
+31,5.787883145693288,3.817928598831161,1.7855624092944682,0.35123479696505666,Iris-setosa
+32,5.042055518291079,3.582761733039831,1.3836665119648004,0.1963985927478638,Iris-setosa
+33,7.653827289463249,2.8390541110107486,6.670611083995558,1.9800391597068658,Iris-virginica
+34,7.603414053608821,3.0,6.6075140588444565,2.0990882152801293,Iris-virginica
+35,4.893679378545224,3.092034562250935,1.4953591521073775,0.1,Iris-setosa
+36,6.175852418232512,3.3345576076086925,4.631068373479069,1.6183564182213608,Iris-versicolor
+37,6.804041155505754,3.1763743299331484,5.792180152224855,2.2898808422637362,Iris-virginica
+38,4.839169379725713,3.0,1.401329939924084,0.20638226491187026,Iris-setosa
+39,6.296339529609731,2.2846066951060253,4.379525529571276,1.300099194509848,Iris-versicolor
+40,5.892934279713864,3.0,4.15570661342536,1.488128759171132,Iris-versicolor
+41,4.827427648715484,3.0,1.4178766562090952,0.10000012197103152,Iris-setosa
+42,7.058882502486361,3.0,5.778579038657018,2.128543881450813,Iris-virginica
+43,5.1052686985116,3.5033705089055247,1.3831343495456117,0.29990252671363815,Iris-setosa
+44,6.374747878927203,2.970310155654311,5.631309460987857,1.8724736781895428,Iris-virginica
+45,6.594276139185756,3.0,4.441418393480424,1.4224149262624213,Iris-versicolor
+46,5.994506414084745,2.8345058345681458,4.5959182534084215,1.5152333237539881,Iris-versicolor
+47,7.460628861263546,2.925575068727692,6.475031407942383,1.852295098549171,Iris-virginica
+48,5.57248528487488,2.941109911903801,3.672205525761923,1.2759872687010767,Iris-versicolor
+49,5.489505298347039,3.9,1.2831315278629307,0.4325777488599427,Iris-setosa
+50,6.289114812448468,3.2587211893458154,4.6743019361826725,1.570307496956544,Iris-versicolor
+51,5.968125107745196,2.9256476702908354,5.364606234367714,1.8006563926675405,Iris-virginica
+52,5.006557116623261,3.635221551289676,1.4036652361048616,0.19992402174858181,Iris-setosa
+53,6.525313406941674,2.9865990673802285,4.353127523815626,1.3531589283771959,Iris-versicolor
+54,6.059525384249516,2.5963465380018573,5.573812137890672,1.4149644634984608,Iris-virginica
+55,5.002596722439357,2.0,3.457303808262377,1.011527299290546,Iris-versicolor
+56,4.99828622996917,2.0,3.4405499909505393,1.0057145584341456,Iris-versicolor
+57,6.007437033664924,2.709801931648525,5.087932547709527,1.5709859527141168,Iris-versicolor
+58,5.517848886837485,2.4529234769672947,4.060936077370758,1.128593244340525,Iris-versicolor
+59,4.591226152750059,3.6363491923242957,1.0,0.1983133082346787,Iris-setosa
+60,6.305913596091438,2.513910127073925,4.883292901465305,1.4970642620624355,Iris-versicolor
+61,5.326252730402128,3.4017096706725214,1.4905849141056542,0.21044166032685965,Iris-setosa
+62,4.75016889944984,3.0,1.3792264288655427,0.1,Iris-setosa
+63,4.9848273690034075,2.4340914420479933,3.180591787025337,1.048825109563368,Iris-versicolor
+64,6.794805717264412,2.780833318093411,4.7623298595700865,1.391911629106684,Iris-versicolor
+65,6.932356929180096,3.1068890285137294,5.113177331240784,2.3101474431770757,Iris-virginica
+66,6.639111913204644,3.0597183977335507,5.3752359598793475,1.9881247318358093,Iris-virginica
+67,5.436163545618331,3.3933572129737164,1.6491334162453835,0.4561980847699965,Iris-setosa
+68,5.007000429499179,3.402178829299412,1.685372068245026,0.4225450663077461,Iris-setosa
+69,5.993793480522961,2.692683169891109,5.0910353032409965,1.5868459821825438,Iris-versicolor
+70,6.463509247089262,2.9398797756344206,4.299301535675248,1.3416477986981457,Iris-versicolor
+71,5.6875211668049745,3.7961569569107714,1.8632830617529597,0.3058168588204061,Iris-setosa
+72,6.8889486258613255,3.1449226246920428,5.389370516381369,2.296215471953879,Iris-virginica
+73,6.263108251999309,2.5353679992553695,4.979178925741023,1.5065631825730075,Iris-versicolor
+74,6.77209627380227,3.11890100027236,5.337697550752607,2.217024804955309,Iris-virginica
+75,7.899998502013933,3.804638966338077,6.439583683316184,2.010526003675948,Iris-virginica
+76,5.940589707309908,2.913971484885097,4.55475400951573,1.5006193992646912,Iris-versicolor
+77,5.496594201106638,3.7818599608989802,1.5575077319644757,0.24148020389766087,Iris-setosa
+78,6.225515894005108,3.308384372301987,4.639576114862974,1.595733179125359,Iris-versicolor
+79,5.7473492065312906,2.8013905477046754,4.124001182386961,1.1315651401604798,Iris-versicolor
+80,5.888171287124718,3.0,4.1374932678413145,1.4704705814875738,Iris-versicolor
+81,6.313630643959696,2.260024151555834,4.406090716063682,1.3133382343894955,Iris-versicolor
+82,6.8773298869973996,3.015389046166718,5.3424104858829535,2.2107943203286733,Iris-virginica
+83,4.400000578860592,3.168537091054252,1.3319598653916918,0.19789864455163408,Iris-setosa
+84,4.929163098990583,2.445444617359773,3.4075643398877427,1.035505196752869,Iris-versicolor
+85,6.540374310144462,3.0,4.344884132823048,1.3669332922510093,Iris-versicolor
+86,5.842226967210892,2.7106427808632243,4.096321217672279,1.0325454115409631,Iris-versicolor
+87,6.214247717828144,2.2126247400945376,4.43433742739717,1.4508080955155225,Iris-versicolor
+88,5.663700902255442,3.0148113124049813,4.527369423369608,1.523833032360642,Iris-versicolor
+89,6.40783611455789,2.9575422524445254,5.589954253416304,1.8290116587681624,Iris-virginica
+90,6.20573716392206,2.1914914118937983,4.50183723732227,1.4926070199467405,Iris-versicolor
+91,7.7254438535238785,2.579824519250839,6.9,2.295231595811821,Iris-virginica
+92,4.924301537658095,2.4312961661156463,3.297151329371412,1.0459533854768754,Iris-versicolor
+93,4.833957586958407,3.4059546864007926,1.5640750887627504,0.1981550359215429,Iris-setosa
+94,6.019452711140284,2.7876882079644316,4.628936694620402,1.2004706763211794,Iris-versicolor
+95,6.723599367042713,3.3053355956219574,5.715497239095317,2.10213510271207,Iris-virginica
+96,5.668051429664565,3.804330011299669,1.8039971807979607,0.29216320159061465,Iris-setosa
+97,6.015460590418846,2.245349754692788,5.040161822221115,1.5062488402466738,Iris-virginica
+98,4.993038552670749,2.0000006222377995,3.5069218600222674,1.0015205051659093,Iris-versicolor
+99,7.34346664429194,3.0172099031621396,6.35156349765178,2.1669556481054917,Iris-virginica
+100,4.892758243274512,3.0,1.373200272441524,0.20075854184519654,Iris-setosa
+101,4.9136605157712925,3.0,1.3915166546304942,0.19973606605166783,Iris-setosa
+102,5.7498458249489905,2.9147125855327363,4.352048631361573,1.3095340953382848,Iris-versicolor
+103,6.507579146027558,3.159610386373364,5.116003990641179,2.0107488835923006,Iris-virginica
+104,5.6085655677612385,2.958396854258993,3.645859953172632,1.3043495768236586,Iris-versicolor
+105,7.8999988179001415,3.7997812042407,6.4267691418871795,1.9811348811789669,Iris-virginica
+106,6.316262545658466,2.3245357853975914,4.478582414471719,1.3246766666390004,Iris-versicolor
+107,7.390228852673579,3.0,6.425136469573423,2.1080266628770437,Iris-virginica
+108,5.411943349603529,2.52717972556324,4.200402689004112,1.1310853573883772,Iris-versicolor
+109,6.525662455271241,3.0,5.885046362677819,2.210713550009712,Iris-virginica
+110,4.812123580078678,3.0,1.4147614373323234,0.1,Iris-setosa
+111,6.212416971138697,2.20041082957024,4.46919036305969,1.4673166629102554,Iris-versicolor
+112,5.586533641516031,2.95162550714035,4.214114197815074,1.3650138019958131,Iris-versicolor
+113,5.0568457420907835,3.495767063528362,1.3976341104324193,0.20948832720050864,Iris-setosa
+114,7.9,3.799777129239348,6.410881877684074,2.017593147676872,Iris-virginica
+115,5.5013911439003484,2.4179647329024765,3.644615727201515,1.0101595301913822,Iris-versicolor
+116,7.695915019781302,2.5772764656036937,6.9,2.294817780236847,Iris-virginica
+117,6.380649543718715,3.0592785493770442,5.207533645926119,1.86531953098969,Iris-virginica
+118,5.821676417231243,2.8994699569485483,4.258139247169145,1.3425350973927141,Iris-versicolor
+119,4.818562864113492,3.0,1.4053692231214672,0.10000011437718224,Iris-setosa
diff --git a/iris/tab_ddpm/3_3/29/test.csv b/iris/tab_ddpm/3_3/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/29/train.csv b/iris/tab_ddpm/3_3/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/29/val.csv b/iris/tab_ddpm/3_3/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/3/synth.csv b/iris/tab_ddpm/3_3/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..26e3280b53a0a5d97317ab73e98b1ea46040b644
--- /dev/null
+++ b/iris/tab_ddpm/3_3/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.900437355886645,3.068037746489467,1.4862747899063464,0.1,Iris-setosa
+1,4.506629510586085,2.3093953883110805,1.3003265070029397,0.2980283453662784,Iris-setosa
+2,6.777257138254649,3.2403459651066604,5.632214909799243,2.182480912219426,Iris-virginica
+3,4.4000006755951615,2.9192069721721268,1.3547160014747788,0.1976544690866464,Iris-setosa
+4,6.477505451941916,3.0,5.566650199239334,1.8068727396393225,Iris-virginica
+5,6.160688135518771,2.2229021475259305,4.4644669196764815,1.4886771697807557,Iris-versicolor
+6,4.4,3.206534792312493,1.2913852887581352,0.20101492088408435,Iris-setosa
+7,5.999384458119788,2.8753359800151563,4.591090438375396,1.5086817141452216,Iris-versicolor
+8,4.993778962534899,2.0,3.5446549483849914,0.8936217302604657,Iris-versicolor
+9,7.899998212912197,3.786361120841446,6.382342204632241,1.9836129897288448,Iris-virginica
+10,5.394400087096876,3.899999490924204,1.2981411996958807,0.4691862764150715,Iris-setosa
+11,6.024180615614851,2.7117056445623717,5.0295981511058745,1.6012141089648337,Iris-versicolor
+12,5.613242757205543,2.4936420788041507,3.870149387473706,1.0429870971801534,Iris-versicolor
+13,5.357427572346686,2.9209124937562865,4.201480265352737,1.4165633855371962,Iris-versicolor
+14,6.04615831570143,2.582200728720586,5.606635720745056,1.402994693113012,Iris-virginica
+15,5.089040497544983,3.505948829004845,1.3921840064904583,0.29634054259155485,Iris-setosa
+16,4.400000505371012,3.119430523881134,1.3084466644901678,0.2032652910997736,Iris-setosa
+17,5.016039067862983,2.0,3.4542120669698084,1.0291856162902513,Iris-versicolor
+18,6.5421501368330075,3.2395248216596904,5.289207312882036,2.0742168608458993,Iris-virginica
+19,5.1147063701579105,3.8050093128519973,1.8255514386670955,0.20155015138033275,Iris-setosa
+20,6.163830668680182,2.890366628494475,4.595579362082672,1.249352715910516,Iris-versicolor
+21,6.272101246492429,2.359833766730088,4.793010966515035,1.5102597880698458,Iris-versicolor
+22,5.407328939703831,3.9,1.265668412162419,0.4578045377059819,Iris-setosa
+23,5.419455112253923,3.411656103133631,1.4936058902614993,0.2038223478652191,Iris-setosa
+24,6.204652497649495,2.279326103911687,4.564084364767278,1.49168934626179,Iris-versicolor
+25,5.46887288198089,3.7634132413626116,1.8642951505091587,0.3516200947623481,Iris-setosa
+26,6.787029195463965,2.8095932467198774,4.777727986457537,1.3937545337093413,Iris-versicolor
+27,5.647162625947547,3.0,4.425886722378697,1.4909641217616634,Iris-versicolor
+28,5.874615539758867,2.846841309450631,4.6939946546405675,1.522223630926057,Iris-versicolor
+29,6.32054758547496,3.405023711033371,5.590740932180707,2.397390873240566,Iris-virginica
+30,7.7023468278104685,2.6081285235644183,6.9,2.3240451010011642,Iris-virginica
+31,4.889445939942933,3.093655030227829,1.4895993041459894,0.10000009485343918,Iris-setosa
+32,5.028885305287159,3.558560879428267,1.401363812203727,0.20685644896750013,Iris-setosa
+33,5.338154862534252,3.368722931674783,1.4821786706500746,0.20156545746479368,Iris-setosa
+34,5.38395846920707,3.410621575751258,1.493622687738773,0.36683409666719613,Iris-setosa
+35,7.3260579031560145,2.904484331508466,6.323374100822045,1.8156319022625775,Iris-virginica
+36,4.612179945572675,3.5955443734485093,1.0,0.19306791774830995,Iris-setosa
+37,6.049858244452234,2.763894579240348,4.272694540098911,1.1649422279182273,Iris-versicolor
+38,6.19026016799337,2.215729082722594,4.556976523748424,1.506949547265714,Iris-versicolor
+39,6.802583254278364,3.2071877675310656,5.966594107342736,2.291592157590647,Iris-virginica
+40,5.711783291456047,3.0,4.4249452214247444,1.5068419488548457,Iris-versicolor
+41,5.796583093317772,2.901737783796374,4.470614373728476,1.3276283177530583,Iris-versicolor
+42,5.697175057099196,2.9612122925334736,3.8771758309393722,1.343645449611893,Iris-versicolor
+43,5.611014503822079,3.0,4.133395504015746,1.3020381531798018,Iris-versicolor
+44,5.654614025570544,2.9002592316545024,3.924424384190875,1.3082325239352954,Iris-versicolor
+45,5.759432048167087,2.788716352279344,4.244942058061996,1.2421956228301643,Iris-versicolor
+46,5.789586837749693,2.682068483895597,4.0848544616298685,1.0033841774285142,Iris-versicolor
+47,5.565317114911743,3.0,4.526652057374832,1.4984771090088003,Iris-versicolor
+48,5.362675316433814,3.3979328792534362,1.4946982538579787,0.38834515945943987,Iris-setosa
+49,4.4,3.177189920888977,1.275193704128351,0.20150937382798373,Iris-setosa
+50,6.098119555983788,3.385337233245408,4.554045302349357,1.598172153317114,Iris-versicolor
+51,6.019705560376493,2.750244650530329,4.933792085830584,1.5223911074997072,Iris-versicolor
+52,7.343282442822646,2.902875390322261,6.367253310575337,1.8401206624112152,Iris-virginica
+53,6.705889457163783,3.1076026855723673,4.6647024641309045,1.4848267365551449,Iris-versicolor
+54,5.932677340186866,2.734434638567442,4.385461060518539,1.1129722041734984,Iris-versicolor
+55,6.845361571493291,3.0,5.633843918379306,2.04973029211957,Iris-virginica
+56,6.339803244207121,3.238791603434235,4.67288239809042,1.524157791774683,Iris-versicolor
+57,6.282114743563036,2.365258444946419,4.621045937049884,1.3872780747672646,Iris-versicolor
+58,5.829626593962893,3.0,4.227844731353966,1.492043125708583,Iris-versicolor
+59,6.5292127564407645,3.0,4.348879521727991,1.3496083571512336,Iris-versicolor
+60,5.415579528703331,3.390898088718311,1.5661833788648383,0.19661738176500979,Iris-setosa
+61,6.730300693226915,2.7378731983901137,4.75780617579774,1.4413665886809603,Iris-versicolor
+62,4.858749984438074,3.3936574295267308,1.5422775451144637,0.19980089597043,Iris-setosa
+63,5.083139179702996,3.6852555455262177,1.4974314759216716,0.40889285959204846,Iris-setosa
+64,5.189744884892333,3.7508728999966108,1.6477489768998108,0.19835906047233692,Iris-setosa
+65,5.702708815799586,2.787338653422856,4.515574337973991,1.2717661760580101,Iris-versicolor
+66,4.5888220914705755,3.5630959859360165,1.0000003607588974,0.19782268476403755,Iris-setosa
+67,6.6834347214825245,3.3160934629023204,5.65189635671326,2.0949436850954535,Iris-virginica
+68,6.831066373019939,3.0,5.519678851753916,2.131147061486102,Iris-virginica
+69,5.093718921129645,3.509556737191965,1.40308298469395,0.1985741346983529,Iris-setosa
+70,4.561165453965117,3.579563501679605,1.0,0.20635420195208054,Iris-setosa
+71,4.987639508785932,3.4082563164892687,1.56763433573015,0.3705217588649567,Iris-setosa
+72,6.304551586750665,2.327546468224017,4.361011981493723,1.30585745418762,Iris-versicolor
+73,7.693517518779458,2.5762084096484372,6.9,2.309683127900508,Iris-virginica
+74,7.554786987948364,2.8262829606713398,6.583590953606388,1.8904036575543886,Iris-virginica
+75,4.599405069730561,3.6072486404979496,1.0,0.20316749501087028,Iris-setosa
+76,5.828799959557488,2.7591848872133293,4.546221608520215,1.1971702774151511,Iris-versicolor
+77,6.416948790297919,3.2549425308279707,4.684120437393667,1.5991599300503538,Iris-versicolor
+78,4.4,3.202395321890402,1.2859290038370854,0.2027122026231466,Iris-setosa
+79,4.608466900121599,3.4228054676243445,1.404567571148728,0.33124776672001865,Iris-setosa
+80,7.470909181304792,3.0,6.429813897265658,2.0404990473988147,Iris-virginica
+81,4.503553412215522,2.269457994509023,1.2986555237226485,0.2956763248478384,Iris-setosa
+82,6.070703202359252,3.375273444488874,4.538741660700269,1.5931898702906704,Iris-versicolor
+83,7.9,3.8240210543824866,6.4168123245796025,1.9825708926089705,Iris-virginica
+84,7.721413425163603,2.6153578851635633,6.899998521710791,2.3093573687961597,Iris-virginica
+85,4.876009155001405,3.0309999615128542,1.4416887367867168,0.10000014342547454,Iris-setosa
+86,6.305813203361313,3.2436189315413197,4.694746647780718,1.576319872796724,Iris-versicolor
+87,4.969238655763579,2.0,3.3924761776597325,0.9321419691144368,Iris-versicolor
+88,7.697926262687989,2.630715269598923,6.899997483137252,2.317727708370811,Iris-virginica
+89,6.311847544196584,2.292224489611029,4.445667712380139,1.2707087608362557,Iris-versicolor
+90,6.205221101264562,2.1776218946833437,4.512887464593818,1.4911039521005607,Iris-versicolor
+91,5.577904841248702,2.6971264568565165,4.447972764136979,1.247349512928365,Iris-versicolor
+92,5.492611619824095,2.570105339424191,4.295132364071067,1.213829594543173,Iris-versicolor
+93,4.8064752341231625,3.0,1.3978071736298878,0.1,Iris-setosa
+94,6.712972156080927,3.0666443169601676,4.659355205264722,1.4955395635358837,Iris-versicolor
+95,6.1215026758879585,2.656118724407885,5.57421957702825,1.4873017040144112,Iris-virginica
+96,6.929979777560121,3.113587382835335,5.185207243792141,2.2908670432501945,Iris-virginica
+97,5.95489183749381,3.0,4.264187017690776,1.49737416493873,Iris-versicolor
+98,4.879507617039501,3.0,1.3915022148974456,0.20164965576429703,Iris-setosa
+99,5.151160479821281,3.311206524214089,1.4187560054020436,0.19437755369930454,Iris-setosa
+100,5.771737864789203,3.0866330023575625,4.5042129322855065,1.4963343366468551,Iris-versicolor
+101,5.3969535255297085,3.4020463573999797,1.4969385050246615,0.30031721191760635,Iris-setosa
+102,6.239301367158986,2.317311675575283,4.723183934778549,1.5001313864182682,Iris-versicolor
+103,7.607310397999651,3.0,6.5666282767953055,2.0890336927378357,Iris-virginica
+104,7.716920962403872,2.589588176128351,6.899998393747135,2.2930313678024175,Iris-virginica
+105,4.5034104289493815,2.319706820081078,1.3018514648822097,0.32593508656938514,Iris-setosa
+106,6.487729883325493,3.0,5.557853340607895,1.7926503712162893,Iris-virginica
+107,4.808952154562192,3.0,1.3851169014114166,0.29489653745735384,Iris-setosa
+108,5.529605482755884,2.8324761449918827,3.779694546685634,1.3956434761617753,Iris-versicolor
+109,4.789975522490448,3.3971301833501824,1.6168412142548183,0.19863682217867096,Iris-setosa
+110,5.434784244174862,2.564600352717721,4.363880671869898,1.153609442071129,Iris-versicolor
+111,6.20905421610896,2.210459043811007,4.545796787638869,1.492885107708988,Iris-versicolor
+112,6.052747128034307,2.9681757643843922,4.458046555754056,1.464404076685707,Iris-versicolor
+113,6.6703587419457016,3.317554387338103,5.670729775887393,2.5,Iris-virginica
+114,7.03887025214095,3.1382430659043807,6.062074999286429,2.2408287286183217,Iris-virginica
+115,6.328561159791188,2.8902976490367007,4.237303839044332,1.2286183662425392,Iris-versicolor
+116,4.898331762404455,3.0700534935208,1.4785479260198522,0.1,Iris-setosa
+117,5.136475901653821,2.539556612104356,3.0317532950222614,1.1530783902488921,Iris-versicolor
+118,4.400000454788624,3.2388889297811096,1.2821187103472047,0.21013541088066134,Iris-setosa
+119,6.196478160979485,2.2016575783843595,4.456926039564135,1.4696853682826023,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/3/test.csv b/iris/tab_ddpm/3_3/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/3/train.csv b/iris/tab_ddpm/3_3/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/3/val.csv b/iris/tab_ddpm/3_3/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/4/synth.csv b/iris/tab_ddpm/3_3/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..658fe41dbbe3edb23acc0da8a54ec3c41e3443ee
--- /dev/null
+++ b/iris/tab_ddpm/3_3/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.680747747467656,3.0,4.5138597468936394,1.4774293692723792,Iris-versicolor
+1,7.385808158631915,2.9000960628647907,6.3987893472667805,1.80084850984128,Iris-virginica
+2,4.622380671491397,3.5917967726191873,1.0000005470101259,0.20509758524845648,Iris-setosa
+3,7.237208599046877,3.0,6.220032378949304,2.079940363172511,Iris-virginica
+4,7.9,3.811307795572729,6.433161928617923,1.9859557249561617,Iris-virginica
+5,6.102746261810926,2.601268360983973,5.020568670660819,1.5452350792383591,Iris-versicolor
+6,6.30093269983818,2.5827734082939937,4.9916193882599,1.5235183609458665,Iris-versicolor
+7,6.668637113354329,3.2960947198709776,5.657789263448436,2.5,Iris-virginica
+8,4.628065815958676,3.419482418176597,1.3936707833502218,0.3751481159195337,Iris-setosa
+9,6.0079912477480635,2.9022228846390545,4.473313818170629,1.4907623137252581,Iris-versicolor
+10,4.400000465513852,3.220307329460412,1.3140088889646644,0.19503976232322734,Iris-setosa
+11,7.727868069426134,2.5768590805836262,6.9,2.2570746071579615,Iris-virginica
+12,6.7205575043950105,3.127211791853028,4.716327110195696,1.5042630196855444,Iris-versicolor
+13,4.797004143283177,3.0,1.3981007924980384,0.29530715276039277,Iris-setosa
+14,5.644361975953988,3.0,4.040778844032358,1.2947069039418757,Iris-versicolor
+15,5.929976641919298,2.787234287703658,4.699685720879276,1.5328124860480865,Iris-versicolor
+16,5.974979284041252,2.686474780911722,5.071728431917818,1.608942229831451,Iris-versicolor
+17,7.706907107583532,2.5982032873146936,6.9,2.2934289097539446,Iris-virginica
+18,5.817546156800943,2.6785337409948076,4.0259991197617335,1.0224370531256033,Iris-versicolor
+19,4.812425734637502,3.0,1.4051273604846257,0.1,Iris-setosa
+20,4.816262739183082,3.0,1.4056702566426709,0.1,Iris-setosa
+21,6.282515955819766,2.276822373094817,4.399383156640362,1.2898019086620343,Iris-versicolor
+22,6.301589451233401,2.4183156531207555,4.781178126579666,1.4946421435728263,Iris-versicolor
+23,5.401974579343842,3.4026737088361005,1.5724737320287059,0.3871061015183797,Iris-setosa
+24,4.972865440685491,2.0000006299782145,3.5204783621773705,1.0799123186635937,Iris-versicolor
+25,5.908651857556445,3.0731760193247775,4.242508131236077,1.5128317406298901,Iris-versicolor
+26,5.023097797983534,2.0,3.528432933468533,1.0232093943621092,Iris-versicolor
+27,5.169027121536917,3.435684478849023,1.4009346455785427,0.19729341692564722,Iris-setosa
+28,7.694737856636591,2.7971493659770266,6.701336438975456,2.010102214231423,Iris-virginica
+29,6.336226952023435,2.410743458678721,4.824825386353717,1.493447217505275,Iris-versicolor
+30,4.802974530503509,3.0,1.4080025419451063,0.1,Iris-setosa
+31,4.4975260953716925,2.2954344716398163,1.3251181129951632,0.29680774876772753,Iris-setosa
+32,6.5183742033365695,2.9942393338442006,4.333099601949682,1.366207275789657,Iris-versicolor
+33,6.304533563839885,2.3031640858557103,4.392268822062156,1.295660655000972,Iris-versicolor
+34,4.872258772222388,3.0,1.408769659742027,0.2091646434915923,Iris-setosa
+35,6.283965074473135,2.34930587058871,4.3633113965358925,1.298991545621437,Iris-versicolor
+36,7.718141013579819,2.582973605415442,6.899998913933014,2.2859948078647223,Iris-virginica
+37,6.3348232572688845,3.416105487178228,5.595342987246758,2.403863612907865,Iris-virginica
+38,4.787904558599249,3.3915596867271423,1.564816552516319,0.19598865363989376,Iris-setosa
+39,6.100888997328034,2.614677036765822,5.615072056793138,1.4034958601685819,Iris-virginica
+40,7.4044543301692585,3.0,6.390580758662543,2.088595963347383,Iris-virginica
+41,7.3022272302811135,2.917513432866096,6.279285970406619,1.8103219201167189,Iris-virginica
+42,6.204905957474731,2.2070445287927853,4.490435340565843,1.5015293127181162,Iris-versicolor
+43,5.6325943952544035,2.9083636508058563,3.8679701693073008,1.3004880384054458,Iris-versicolor
+44,5.082689681214888,3.8023336464494153,1.4999565814383273,0.19900318597278005,Iris-setosa
+45,4.8435354413279725,3.408746213896829,1.4994208128031763,0.2051047941164062,Iris-setosa
+46,4.4,2.896041664462575,1.4040410215397956,0.2025163550600795,Iris-setosa
+47,6.214246882641623,3.3314361730838336,4.602534081394636,1.5274056481964164,Iris-versicolor
+48,5.409339241133655,3.4101250740784788,1.5876186703421766,0.19441964470277917,Iris-setosa
+49,7.568687535900313,3.0,6.5978719027259025,2.10963413423258,Iris-virginica
+50,6.923553619479459,3.0975649938792236,5.1415960892109664,2.2919214361229474,Iris-virginica
+51,5.464365208047075,3.758938227245631,1.6130912146582346,0.35182909200803386,Iris-setosa
+52,7.899998317499795,3.788568060614568,6.361250738034022,2.015491485231296,Iris-virginica
+53,4.911254971577452,3.088338550883908,1.582851309812857,0.10000011918443802,Iris-setosa
+54,6.290373235919052,2.2914507046338155,4.410825250298232,1.3073628129403319,Iris-versicolor
+55,5.90240322944848,3.0,4.144925561822621,1.5071519013312273,Iris-versicolor
+56,6.682523876504366,3.2865241737826314,5.6490053415133925,2.0875765119998246,Iris-virginica
+57,5.616122669421719,2.8510159785894027,3.674462312629929,1.3016960692888222,Iris-versicolor
+58,4.826741602017833,3.0,1.4098037293654626,0.10000010562631909,Iris-setosa
+59,6.2885598190189125,2.3008410795241803,4.333843102144274,1.308255367570135,Iris-versicolor
+60,6.014583675762256,2.2165743922155468,5.026191592386935,1.5075746901581852,Iris-virginica
+61,5.685052600493775,3.7879638345843527,1.5598092992229469,0.2949637110341311,Iris-setosa
+62,4.6515546787424515,3.403875693632803,1.3961376055042436,0.3021513213505432,Iris-setosa
+63,5.867006268973386,2.758776283032678,5.250529856529508,1.932932909556615,Iris-virginica
+64,5.564779643282417,2.4649410602882,3.8221829223116237,1.0823819052404953,Iris-versicolor
+65,6.799329946017618,2.7739187753403476,4.886492672298701,1.4133227188812885,Iris-versicolor
+66,7.899997039624449,3.782346609574646,6.37070751218727,1.979663004499081,Iris-virginica
+67,6.298993825729912,2.301406243771251,4.426128255675835,1.306400956188193,Iris-versicolor
+68,5.68215999917544,3.7962346985931075,1.7570564956777912,0.3160057768063043,Iris-setosa
+69,6.641637723167022,3.069209819272351,5.781980658810599,2.2378528940450084,Iris-virginica
+70,6.6364786522601165,3.1255466813101567,4.743750540656431,1.5111603806469946,Iris-versicolor
+71,5.6546549959986985,3.776997170752492,1.622364570069154,0.26760550342047706,Iris-setosa
+72,4.677309904400666,3.403803706263333,1.4085690431868854,0.299946959234857,Iris-setosa
+73,4.865152245246105,3.0,1.3896659763130288,0.24557264235813148,Iris-setosa
+74,5.405300850231192,3.3919053824429626,1.4983056816490774,0.3401484372848965,Iris-setosa
+75,5.108099096377596,3.679144573840414,1.7431051966513385,0.39710567535234353,Iris-setosa
+76,6.0657677786748705,2.717325215506384,4.216701777755686,1.120386376328943,Iris-versicolor
+77,5.1966666648618,2.6832437651443093,3.8607780341347895,1.3931593504393252,Iris-versicolor
+78,6.704020523850101,3.296600800610709,5.679434033429102,2.0701201934096503,Iris-virginica
+79,6.255838383992591,2.3062047736609443,4.394464627699299,1.3161926158342678,Iris-versicolor
+80,5.695347649033228,2.7368482345307164,4.505457568837928,1.2546750850872392,Iris-versicolor
+81,7.6209213612339965,3.0,6.635483042975688,2.078134176829131,Iris-virginica
+82,6.279791092481758,3.401555133293259,5.584016285803245,2.3961982478086563,Iris-virginica
+83,5.399556453129855,3.3883705403385918,1.5275285200802113,0.1993730824588408,Iris-setosa
+84,7.9,3.8130468123898167,6.4577678277685395,2.0154877356285184,Iris-virginica
+85,6.3193927228842135,2.5129926437746275,4.9943637949169215,1.8909732607820111,Iris-virginica
+86,7.70286556948945,2.5862275601323206,6.9,2.2977814060306554,Iris-virginica
+87,5.0981473073053625,3.8097090193206182,1.59329286560503,0.19144319519963882,Iris-setosa
+88,6.8127744044436,3.193598656059401,5.782955159060065,2.302397462025673,Iris-virginica
+89,6.162736684351923,2.6622433522412887,5.621372761884703,1.5103290624141228,Iris-virginica
+90,7.672536552702537,2.597018738052153,6.9,2.30749881793361,Iris-virginica
+91,5.477416297661777,2.3929503293277943,3.772629208812086,1.0310902680865288,Iris-versicolor
+92,5.8210380073446375,2.755391615552773,4.211360789782841,0.9862880227014366,Iris-versicolor
+93,5.10371209233617,3.6517848402986446,1.4250615539019504,0.20641567918919984,Iris-setosa
+94,5.630614551641436,2.5295431712710426,3.976341752539411,1.1060158364303656,Iris-versicolor
+95,5.315401169783606,3.4084266286936713,1.476460914064635,0.46515932972142876,Iris-setosa
+96,7.653045851328071,3.0,6.615658193964353,2.079457487955785,Iris-virginica
+97,5.648025207175787,3.0,4.455892469356043,1.506012013744013,Iris-versicolor
+98,5.1173849625134515,2.539364601181098,3.501263834939447,1.1916039476977347,Iris-versicolor
+99,5.511277244219341,2.6078913899603204,4.373422277525829,1.1932030370354416,Iris-versicolor
+100,5.2561394846969325,2.6778685672579026,3.991122007696111,1.3732500954112021,Iris-versicolor
+101,6.177860489535766,2.617294883634194,5.622092952032267,1.4657420493902182,Iris-virginica
+102,4.4,2.9622010724771655,1.3728910258770892,0.20080253751850577,Iris-setosa
+103,4.602827983976043,3.599324135036108,1.00000051977069,0.1916709181569965,Iris-setosa
+104,5.008012357378955,3.623151590547277,1.3883583550943683,0.19910863221472763,Iris-setosa
+105,4.4,2.92588279742749,1.385837091158116,0.1986944739084185,Iris-setosa
+106,5.795755285322317,2.9380838534646427,3.9584169491069434,1.4112362189255514,Iris-versicolor
+107,4.838642484921064,3.036113451753062,1.454769259373483,0.10000011499848853,Iris-setosa
+108,6.02058411279529,2.2174081166187767,5.005985399980136,1.519538105265147,Iris-virginica
+109,6.719198461438262,3.295129635031,5.719278857338599,2.1483067914414598,Iris-virginica
+110,6.294230521517285,2.302841270617808,4.38836032386141,1.26054976634896,Iris-versicolor
+111,6.769549356548481,2.795802561300308,4.791047592455817,1.413790744427771,Iris-versicolor
+112,4.400002015131548,3.1393577379917996,1.339707973025042,0.2032505409505428,Iris-setosa
+113,6.490221890943119,3.0,5.3795126811877605,1.8218262942217804,Iris-virginica
+114,6.6880313767574275,3.122150775763917,4.686895537365651,1.5262691401107291,Iris-versicolor
+115,6.138820041878541,2.5841572265989385,5.6250474318434405,1.42422633463919,Iris-virginica
+116,7.0471882877704495,2.8866139101004826,6.16517668560473,1.7447419819603223,Iris-virginica
+117,6.795349916034497,3.0,5.535076626639649,2.0831443916254635,Iris-virginica
+118,6.797234289012246,3.2157771434650066,5.867584326914664,2.3018592254688675,Iris-virginica
+119,5.531446229293596,2.440521425216414,3.763606226345026,1.0473838823280446,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/4/test.csv b/iris/tab_ddpm/3_3/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/4/train.csv b/iris/tab_ddpm/3_3/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/4/val.csv b/iris/tab_ddpm/3_3/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/5/synth.csv b/iris/tab_ddpm/3_3/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7872b947ecfc864c9d45b9f035a6fca7ceb51784
--- /dev/null
+++ b/iris/tab_ddpm/3_3/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.869690150657997,3.0,4.0051879768669,1.4821022330797968,Iris-versicolor
+1,4.8300451090839935,3.0,1.4319330141124174,0.10000010288055357,Iris-setosa
+2,6.254309626232553,2.288326506023378,4.669324453200386,1.4968779257868274,Iris-versicolor
+3,5.508621910190459,2.624447336078836,4.420298709032756,1.23834735948893,Iris-versicolor
+4,4.785151471599148,3.390319461562678,1.6556704543004515,0.2025926255912566,Iris-setosa
+5,7.597363424452642,3.0,6.582409662547744,2.0953139633415954,Iris-virginica
+6,5.668448055797735,2.7524328077460174,4.526373235433247,1.26271468791815,Iris-versicolor
+7,6.939001716506435,3.1496698104714094,5.50698243103603,2.3055137853893104,Iris-virginica
+8,7.484928265327343,3.0,6.47413121049733,2.09330872539815,Iris-virginica
+9,5.924120291855652,3.4259737007402458,4.480765343804182,1.6106328424109422,Iris-versicolor
+10,5.558848419953153,2.4181914583776503,3.845877478566525,1.072126760524255,Iris-versicolor
+11,4.92289209691383,2.4202107020547885,3.194454596013557,1.0281614138256407,Iris-versicolor
+12,5.998695228193112,2.1797339990413023,5.022356499923331,1.4893322859480764,Iris-virginica
+13,5.367747744092113,3.4189991730313394,1.7269659836547628,0.19745089520053505,Iris-setosa
+14,5.3842372665849085,3.4201554586157488,1.7089874204203999,0.20469984997723012,Iris-setosa
+15,5.976614389763321,2.832221925510871,4.7010038480667795,1.5258219298624782,Iris-versicolor
+16,6.139419568527674,3.369066223432535,4.570508917805584,1.5940544992589278,Iris-versicolor
+17,5.860890353244486,2.860294154096679,4.59973469047952,1.3070064083747581,Iris-versicolor
+18,6.991080072221415,2.960791513528519,5.9293855968039,1.901932079452606,Iris-virginica
+19,6.71623501581337,3.1212511548529616,4.730868762631459,1.4879748561700186,Iris-versicolor
+20,6.790405826622344,2.790690992423991,4.8098866784328,1.4077253921436506,Iris-versicolor
+21,5.89846366409094,2.8894398911422052,4.331855784462159,1.2729410962310044,Iris-versicolor
+22,4.4,3.181794369880552,1.3018978868290234,0.1985626958820722,Iris-setosa
+23,4.981058722244154,2.000000486433132,3.3246532179033776,0.9477650582793273,Iris-versicolor
+24,6.539724822620778,3.2171611218277567,5.09192441633901,1.9933530396288712,Iris-virginica
+25,4.4000006341632805,3.214365510250296,1.2759874566855829,0.20381844056187087,Iris-setosa
+26,4.884178913325356,3.0112796981904433,1.4500182463098479,0.1,Iris-setosa
+27,4.980460224328273,3.6170483902325437,1.4002789535741802,0.19573657221869623,Iris-setosa
+28,6.629275985260799,3.117719836661029,4.620093686690714,1.5054440706920984,Iris-versicolor
+29,6.51594419208157,3.0,5.784397352525077,2.1885264935676534,Iris-virginica
+30,6.2361996208527355,3.0,5.43662984433708,1.754391972223245,Iris-virginica
+31,6.8359120082447165,3.0,5.33526285599602,2.198263324348918,Iris-virginica
+32,4.560089246396954,3.604739632931601,1.0,0.20277784982437114,Iris-setosa
+33,6.032364591846448,3.322951139702872,4.40936400889353,1.5600865869252631,Iris-versicolor
+34,7.9,3.7887149666351454,6.377296407258404,1.9827455767043705,Iris-virginica
+35,4.400000546420994,3.0,1.356232521046752,0.20775146777204537,Iris-setosa
+36,5.114022677853668,2.5966322513943174,3.6657581392230267,1.348410877936837,Iris-versicolor
+37,6.756674275792797,3.2093523523211642,5.817403570022578,2.285415351709468,Iris-virginica
+38,4.617698501727211,3.4032226456944517,1.4118302817429587,0.29727349509763984,Iris-setosa
+39,5.54241524777889,2.3851471260842696,3.772124444005514,1.049212433176842,Iris-versicolor
+40,5.646865458793994,2.5857068513962487,3.9154531799612844,1.0441991668648336,Iris-versicolor
+41,5.002147383654284,2.0,3.5294915948771473,1.0062247299982647,Iris-versicolor
+42,6.698778493625534,2.512320103578274,5.834346111587764,1.796754056556064,Iris-virginica
+43,6.677065205411601,3.2652877674922456,5.765424054655598,2.2313205529779654,Iris-virginica
+44,6.792931871469697,2.810547720762523,4.820500777286779,1.4100455889498806,Iris-versicolor
+45,6.292113427938366,2.5096385220484447,4.91156568444164,1.5138118575251107,Iris-versicolor
+46,5.408172067408686,3.403130912191808,1.77215389665141,0.20432298001958288,Iris-setosa
+47,5.233480812016294,3.401400188408556,1.3933874825591606,0.1958189781765502,Iris-setosa
+48,5.128884604454308,2.513260274015709,3.031842422972028,1.1323081565949333,Iris-versicolor
+49,4.574751304923001,3.583235904767099,1.0,0.19600095446764146,Iris-setosa
+50,5.9973028346585995,2.19396272335218,4.9777125909486,1.4798472699196539,Iris-virginica
+51,5.69168552271361,3.798905519631141,1.6564947936942278,0.3304769151439009,Iris-setosa
+52,5.981728314004291,2.6872557777588413,4.973816711461731,1.6293202658047843,Iris-versicolor
+53,5.1020353128712665,3.6909687044837187,1.4872599814548149,0.48357531566960144,Iris-setosa
+54,5.685536481016603,3.7987716801020763,1.624002099860306,0.2834693479428807,Iris-setosa
+55,6.035869229190423,2.69792477771402,5.16387294189322,1.6415815014635722,Iris-versicolor
+56,5.060236139438112,3.6191531333167237,1.4988275542514857,0.3589721390206981,Iris-setosa
+57,7.014051691432964,3.160799660101877,5.404902573478363,2.3124614367799667,Iris-virginica
+58,6.21441975918259,2.5761448163700202,5.010629068935249,1.5193299792030113,Iris-versicolor
+59,5.508453651970323,2.399277065044446,3.586733186836795,0.9669798549660673,Iris-versicolor
+60,5.201634257825637,3.395936292835548,1.4038236874992849,0.20110847289838013,Iris-setosa
+61,7.508619808257592,2.881579924231757,6.571335718892749,1.8931509032007545,Iris-virginica
+62,7.723075459042921,2.6033691542102595,6.899998968683268,2.3118530942519584,Iris-virginica
+63,4.907167484383768,3.118264336987863,1.6915618509298895,0.10000014929667878,Iris-setosa
+64,4.751531886576789,2.9803462520217567,1.380407374225493,0.2974727218862478,Iris-setosa
+65,5.922164493067292,2.740235817090427,5.1675283564843735,1.8311877784299406,Iris-virginica
+66,6.079652850569802,2.670767565638507,5.127352944494233,1.585380373926733,Iris-versicolor
+67,6.3348284947104405,3.3859193867196162,5.623332209781569,2.3906477663176293,Iris-virginica
+68,6.128078011568516,2.635803525656731,5.569258547827758,1.4524066733789702,Iris-virginica
+69,6.053348370137186,2.783205829059502,4.3520997255020815,1.1035380813574382,Iris-versicolor
+70,6.307348371894575,3.406906434468568,5.588238040826196,2.400618200699763,Iris-virginica
+71,5.933415421246325,3.3749514874600473,4.498877357060749,1.5954684236160546,Iris-versicolor
+72,6.2302693221144985,2.2375558412882834,4.428266294514898,1.3451769607276693,Iris-versicolor
+73,5.575642770365041,2.4957503081901686,3.7797612630261823,1.0554136582506781,Iris-versicolor
+74,6.495604877097134,2.9458131644044174,4.31125818252231,1.3286204856555517,Iris-versicolor
+75,4.400000653818112,3.1745901874318285,1.2803474116806879,0.19909481758103548,Iris-setosa
+76,5.68854292452089,2.9015099839056404,4.282710841477424,1.3096409976823813,Iris-versicolor
+77,6.713050455786006,3.096992074828785,4.685501734175737,1.5029916256607394,Iris-versicolor
+78,5.068249045542059,3.791446561262257,1.5929002213687296,0.19936305448241703,Iris-setosa
+79,7.707508511762931,2.576666034165878,6.9,2.283926505784925,Iris-virginica
+80,5.86144323689834,2.649198586591634,3.8960912113904818,0.9876085519526383,Iris-versicolor
+81,7.539873162034665,2.7185785534016795,6.877567813913461,2.0683380983579953,Iris-virginica
+82,5.655025566512507,2.739270948775102,4.517538521863143,1.2976691989995084,Iris-versicolor
+83,5.703316006203324,3.0,4.289670667711308,1.494543621317945,Iris-versicolor
+84,5.69735307575074,2.9256247426481763,4.164815837169142,1.295958849403093,Iris-versicolor
+85,4.803074391995946,3.3922504413882226,1.7078036850251457,0.19336458583407584,Iris-setosa
+86,5.414649196485509,3.4018004701032507,1.6425328663686225,0.3848732678672748,Iris-setosa
+87,5.636359203493656,2.9380531569261366,3.8274357475647776,1.3035740558889017,Iris-versicolor
+88,7.190623464448958,3.070601357528532,6.148298569087769,2.1968794257343296,Iris-virginica
+89,5.648772737701834,2.6191038843988146,4.253338322818133,1.1204989557833884,Iris-versicolor
+90,5.189884616541723,2.6860383487518535,3.9217333595528165,1.4079479488936968,Iris-versicolor
+91,6.660616708760765,3.032732412820862,4.544552906165558,1.4689216291844882,Iris-versicolor
+92,6.538281508681531,2.841395316767758,4.5151976572043235,1.337974648428008,Iris-versicolor
+93,6.013668184975971,2.569212417672193,5.561711549336139,1.4001020281016918,Iris-virginica
+94,4.400000502785207,2.9086526869436944,1.3979822711104486,0.20799032305588983,Iris-setosa
+95,6.183053712207764,2.204740807703658,4.492476507202791,1.4882087176837777,Iris-versicolor
+96,5.763980102282239,2.845961980470244,4.471183133332897,1.3028998967307053,Iris-versicolor
+97,6.454185856714061,3.0,5.6783780504182495,2.071130324614561,Iris-virginica
+98,6.626108675458132,3.0693686012726102,5.503892186387082,1.9581906903900892,Iris-virginica
+99,5.974175981928552,2.813205612986838,4.59472028864294,1.2183008841631071,Iris-versicolor
+100,5.628024016114475,2.844996751590884,3.674439995578988,1.2788061514043263,Iris-versicolor
+101,5.052614362753644,3.5379761317129947,1.3878686434374132,0.20140854294210378,Iris-setosa
+102,5.486577014525625,2.551626892416516,4.295464845384984,1.1563221851856458,Iris-versicolor
+103,4.9698214076401195,3.4087275300123117,1.757103644242815,0.29133233078900184,Iris-setosa
+104,6.203522499219068,2.1937981348422766,4.46514525363345,1.4960295395912886,Iris-versicolor
+105,6.801173062560926,2.7891909201603786,4.769978916563723,1.3921594487988294,Iris-versicolor
+106,5.1220665197083175,3.685317483724486,1.4481386190566936,0.20342219423848965,Iris-setosa
+107,5.400712614565266,3.899999564356883,1.2654367418507928,0.36609580053114543,Iris-setosa
+108,4.4000005653688925,3.180752633756422,1.3063544963393956,0.2042093421401219,Iris-setosa
+109,5.364325220189671,3.3937030072663426,1.5654459202346107,0.19979374192230126,Iris-setosa
+110,6.503497739682658,3.1969334052755345,5.132852592545754,2.001418465033415,Iris-virginica
+111,5.0543569818189935,3.409954722188984,1.6393469081474732,0.4222166827850354,Iris-setosa
+112,6.515859747862241,2.987929585050716,4.34289814057885,1.3550468279819283,Iris-versicolor
+113,5.630403683194328,2.5098989429335337,3.961822345561222,1.1287206402754517,Iris-versicolor
+114,6.37327292509817,3.0,5.576452801927203,1.8959901397969086,Iris-virginica
+115,5.007679466646794,2.0,3.474403665163286,1.0332861042993127,Iris-versicolor
+116,6.722425476548233,2.5134210834435966,5.866704937023303,1.8224310434750461,Iris-virginica
+117,6.35616152456704,3.295631598641635,4.678606756415441,1.5593229206145798,Iris-versicolor
+118,7.675926643657584,2.7766004667849655,6.673222935117028,1.9856638727303502,Iris-virginica
+119,5.894416529364164,3.0,4.141456723533792,1.4964570869398444,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/5/test.csv b/iris/tab_ddpm/3_3/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/5/train.csv b/iris/tab_ddpm/3_3/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/5/val.csv b/iris/tab_ddpm/3_3/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/6/synth.csv b/iris/tab_ddpm/3_3/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cbb9c2b48773f510f213455b1324a30aa6d40ebe
--- /dev/null
+++ b/iris/tab_ddpm/3_3/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.785663004678746,2.640651028220776,4.092829297150221,1.0475840690717573,Iris-versicolor
+1,7.688806208240665,2.5921107245910195,6.899998812784647,2.3005035697819345,Iris-virginica
+2,5.872847229700213,2.6016241170100343,5.113357993544644,1.8388813429436728,Iris-virginica
+3,5.636442384999943,3.0,4.471589755244193,1.4918489232788668,Iris-versicolor
+4,5.7606308240763475,2.776904941688778,4.218191841997959,1.1204252724869583,Iris-versicolor
+5,6.809313365964762,2.799145990977352,4.799836411466409,1.4124691206910274,Iris-versicolor
+6,5.139492789680189,3.749249433779542,1.4852574483426626,0.19844729905961683,Iris-setosa
+7,7.7078514211651,2.598820777290718,6.9,2.290980833517372,Iris-virginica
+8,6.47940195715097,3.0,5.513514906572732,1.7985987439905669,Iris-virginica
+9,6.718463791302278,3.288487380138998,5.704082047256453,2.121255000603625,Iris-virginica
+10,4.986397763979448,2.0000004583242146,3.464084325908803,1.0195061265173142,Iris-versicolor
+11,4.754202854794992,3.0,1.378867731943175,0.1,Iris-setosa
+12,6.906118563214463,3.1110010080793753,5.118111203368314,2.306345800926158,Iris-virginica
+13,6.64879243934866,3.041626982497332,4.650798591100526,1.4500935288308694,Iris-versicolor
+14,7.899998919740499,3.8063978531312714,6.3973354652896965,1.9902222330403225,Iris-virginica
+15,6.317947098403198,2.9251764280442867,5.599894192150526,1.8204900109158781,Iris-virginica
+16,5.2856513096446776,3.405765869849644,1.4934555346079452,0.4495333660960186,Iris-setosa
+17,4.914164012660218,3.102756463825424,1.5429434246893405,0.10000012276495587,Iris-setosa
+18,6.262299788198769,2.3287382536968195,4.721585730818112,1.5001678037284782,Iris-versicolor
+19,5.714768266591963,3.8072114247825524,1.794297154220762,0.2950188691750769,Iris-setosa
+20,6.678384037818999,3.092395753827913,4.667270216373084,1.4970168564505926,Iris-versicolor
+21,6.648891610676226,3.0,5.729331403165084,2.1795125683842453,Iris-virginica
+22,6.790326271657874,3.201106473100697,5.913533843315409,2.3006097876723155,Iris-virginica
+23,4.973394650856218,3.393402031973845,1.7037757141903433,0.32931969786712517,Iris-setosa
+24,4.795948746665201,3.0,1.39473296844447,0.2978221572200862,Iris-setosa
+25,7.63415229714427,2.878143697067527,6.628449481641138,1.8836572607185413,Iris-virginica
+26,6.295611655799333,2.5071318108174006,4.94214704962639,1.50423097198853,Iris-versicolor
+27,4.796712330666878,3.0,1.3751906240396021,0.1000001164644826,Iris-setosa
+28,6.5180254257886485,3.1604461934568624,5.138144151805085,1.9783300615744144,Iris-virginica
+29,5.998050406170635,2.708439822307278,5.118418710660356,1.5889283656708928,Iris-versicolor
+30,6.076197196868053,2.61713751143609,5.619753105436164,1.4213776192811238,Iris-virginica
+31,5.095810685341293,3.700931653230939,1.4929367175373347,0.36852143667709836,Iris-setosa
+32,5.87989798905619,3.0,4.3865310793968755,1.5224303631979663,Iris-versicolor
+33,7.899998920148615,3.8032096995231317,6.4107393524898875,1.9922243936643487,Iris-virginica
+34,6.689213521630489,3.248517310114469,5.5588155700432065,2.35800177210749,Iris-virginica
+35,4.832492100861647,3.0376214520471403,1.4004813465577517,0.29345017986697053,Iris-setosa
+36,6.646377737197894,3.2810214662250754,5.618377035690691,2.090272918126081,Iris-virginica
+37,6.773144358132846,2.772348570219428,4.7796951580988125,1.396284375522169,Iris-versicolor
+38,6.472019947844,2.932276865580972,4.3211836521556215,1.328037003029476,Iris-versicolor
+39,4.842246255754358,3.0,1.4010184440802012,0.3029982355736114,Iris-setosa
+40,6.71792125268322,3.0,5.46021272221734,1.9852095216727512,Iris-virginica
+41,6.721138352431047,3.3221685899691313,5.700586367733747,2.5,Iris-virginica
+42,6.132710596228968,2.5852569556319076,5.601214471668545,1.4196256714594102,Iris-virginica
+43,4.890934187682818,3.112817104531021,1.4763757284136871,0.10000009900413985,Iris-setosa
+44,6.6714366627087855,3.054690537979743,4.596689645590936,1.4995476585103233,Iris-versicolor
+45,5.705762256695629,2.7852319858958117,4.476016830270629,1.305562225442219,Iris-versicolor
+46,6.1045402290147734,2.817722269871114,4.663965741086275,1.2671200624442254,Iris-versicolor
+47,5.890914764857746,2.6997852219384666,5.032501217298992,1.9308762225532905,Iris-virginica
+48,7.9,3.81844056486656,6.418190149373421,1.9691695041349648,Iris-virginica
+49,6.4007674029521,3.3545580489288374,5.664149843097997,2.3727068602590564,Iris-virginica
+50,4.400000464650381,3.0,1.36083234856362,0.20401991265285516,Iris-setosa
+51,5.894589006838127,3.0,4.247543348601047,1.492986143681773,Iris-versicolor
+52,5.182313708955811,3.7037699482094157,1.6718207458886447,0.3856327059881409,Iris-setosa
+53,5.092414722572313,3.506231747912988,1.401322850194418,0.20119824771395825,Iris-setosa
+54,6.479541580054011,3.0,5.818706012415591,2.199132120762364,Iris-virginica
+55,6.702879460969395,3.2596423974463424,5.68919385424582,2.499999419413764,Iris-virginica
+56,5.388890544547865,3.9,1.276825301899474,0.4707574655773447,Iris-setosa
+57,5.114148963018701,3.8114260010883907,1.526756100684009,0.1981446585362683,Iris-setosa
+58,6.698992437368921,3.2903824915105733,5.686336453755101,2.4999994932086462,Iris-virginica
+59,5.236052258887465,2.6897457332608603,3.9731550543992142,1.3970155832952016,Iris-versicolor
+60,5.415503373151766,3.37934443705777,1.6739599288230396,0.3116842775322771,Iris-setosa
+61,6.195430003260221,2.8079098423853166,5.496927403356599,1.8263492753385628,Iris-virginica
+62,6.773523032434331,3.2106367483068494,5.759249143753976,2.259263091560819,Iris-virginica
+63,5.903297788983152,2.778097513595395,4.594469045368045,1.2401826436790004,Iris-versicolor
+64,6.229834434880018,3.317003425748565,4.652302828608424,1.6004745925224557,Iris-versicolor
+65,4.4,2.8743726905262315,1.407026761901838,0.19548732138928826,Iris-setosa
+66,6.452776158776768,3.046660243774918,5.249543229878097,1.8566542997127486,Iris-virginica
+67,5.551535537601115,3.0,3.9599523453018577,1.276075122446216,Iris-versicolor
+68,5.560904098843934,2.4280280755005688,3.8092663896721217,1.0509248373678493,Iris-versicolor
+69,5.677938481999805,3.796244855469833,1.7484536904586843,0.2995977552131367,Iris-setosa
+70,4.894814426721936,3.0,1.372689804179999,0.19321309671896492,Iris-setosa
+71,6.367876260982036,3.2604100820938178,4.678487677098615,1.5822868900145024,Iris-versicolor
+72,5.6099804956940655,3.0,4.491306802830111,1.4771879354990358,Iris-versicolor
+73,5.007805251603135,2.0000009194944366,3.4908705716684487,0.9210609542778267,Iris-versicolor
+74,7.108102265404507,3.0,5.8948701820149925,2.1373353860210145,Iris-virginica
+75,4.911435714730746,2.4142066070873303,2.9032587274330695,1.0033385450111334,Iris-versicolor
+76,6.490471133640554,3.0,5.5134783006852475,1.8453184686574595,Iris-virginica
+77,6.149075772645358,3.389901968364412,4.656834366560676,1.6470220592199065,Iris-versicolor
+78,6.551793652092384,3.173086555098325,5.140617601978518,2.0196187567002997,Iris-virginica
+79,6.674526782697811,3.063438883924978,4.608894758883656,1.4848301027254955,Iris-versicolor
+80,6.2603346510345075,2.3666187493338424,4.869658632335563,1.5013962890280672,Iris-versicolor
+81,7.690183764580483,2.8245562616974715,6.691258064149359,2.0136067030551077,Iris-virginica
+82,5.284027108533116,2.778441876601147,3.9916229974884394,1.4268723288092504,Iris-versicolor
+83,6.097005670979899,3.3607277344262467,4.498322976420313,1.5895799108484199,Iris-versicolor
+84,5.165014390509667,2.639452878934393,3.728405163209991,1.3577941354323129,Iris-versicolor
+85,5.859803132091811,2.8405461606816425,5.2346160234017525,1.8461177179024308,Iris-virginica
+86,7.370157114465516,3.0,6.301869882772711,2.1045320145888105,Iris-virginica
+87,5.240098928060224,2.712806947558644,3.9240351287265076,1.3963190014521467,Iris-versicolor
+88,6.913708252900221,3.0,5.72478373527853,2.0966198456720972,Iris-virginica
+89,6.01045558166227,2.840045270572822,4.60608321134337,1.5052616629833042,Iris-versicolor
+90,6.724259695393066,3.301011595768303,5.713147348280483,2.5,Iris-virginica
+91,5.677117450305845,3.7904081680801207,1.7768194264801291,0.29255240072969535,Iris-setosa
+92,7.376412220424295,3.039454521369099,6.39716022710849,2.1844046196345905,Iris-virginica
+93,4.7931782713762265,3.0,1.4058811747540472,0.10000011286785504,Iris-setosa
+94,6.7195771401960505,3.2832194630925415,5.727499389875836,2.071633521947116,Iris-virginica
+95,6.932163352167744,3.170378836412855,5.67205274183733,2.3119406599307992,Iris-virginica
+96,6.230754587227473,3.0,4.622341345946968,1.4224234356814192,Iris-versicolor
+97,6.796903286865378,3.2198561781528277,5.788429928353224,2.290138209036952,Iris-virginica
+98,6.286509158123116,2.256082470031485,4.428451686113525,1.336459902927982,Iris-versicolor
+99,5.03864611715089,3.171048877395698,1.4618317806636916,0.20370350056575853,Iris-setosa
+100,4.9256578518143375,3.0,1.4099435754313183,0.22595762820017082,Iris-setosa
+101,7.503196182923012,2.846580747972083,6.556113892463264,1.8962624860412352,Iris-virginica
+102,6.174550655790251,2.227750351041385,4.574186732475936,1.4927040093623059,Iris-versicolor
+103,6.033334693547683,2.863751386756704,4.62732004030252,1.3018225480455499,Iris-versicolor
+104,5.954515588721473,3.0,4.200159494744114,1.5051152252346025,Iris-versicolor
+105,5.372000416107871,3.9,1.2715379019864865,0.3656380307802704,Iris-setosa
+106,5.251835315717195,2.5139560382844937,3.4749404299222424,1.0784255151741702,Iris-versicolor
+107,5.007800557939898,3.409712529333652,1.803690922399867,0.3382807844109906,Iris-setosa
+108,5.299363479221884,3.734091985316848,1.559287265406154,0.20324012929309218,Iris-setosa
+109,6.275543365219313,2.2662227639234382,4.388246012625609,1.3003309862155412,Iris-versicolor
+110,5.609474730127538,2.9258331539309483,3.8085839851247987,1.3085265328612947,Iris-versicolor
+111,6.808191025020677,2.805420000055912,4.8261957149299395,1.4104149609957133,Iris-versicolor
+112,7.710260773903491,2.5900073983565437,6.9,2.30608773769304,Iris-virginica
+113,6.563933819364827,2.4516277100579837,5.668419065163528,1.7881613416194666,Iris-virginica
+114,7.9,3.8121330592222575,6.376154108637443,2.002091683702284,Iris-virginica
+115,6.5995905269477575,3.184681783636003,5.179618922239317,2.0374360456205727,Iris-virginica
+116,5.035716928288018,2.0000004517797367,3.5232769640213086,1.0337841553504867,Iris-versicolor
+117,7.514298280737868,3.0,6.431461256714115,2.076035927267691,Iris-virginica
+118,7.294045033119838,3.0,6.38420743381132,2.0598438217093706,Iris-virginica
+119,5.987179234946583,2.8128574807850604,4.705474323999235,1.5188690944683245,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/6/test.csv b/iris/tab_ddpm/3_3/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/6/train.csv b/iris/tab_ddpm/3_3/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/6/val.csv b/iris/tab_ddpm/3_3/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/7/synth.csv b/iris/tab_ddpm/3_3/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..343adf4a02fd742a562e45d1049e1275d3d30033
--- /dev/null
+++ b/iris/tab_ddpm/3_3/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.501326805142549,2.2923541993460126,1.3035530631558916,0.2905803700361561,Iris-setosa
+1,5.357916548662906,3.89999948880469,1.306165251221928,0.4735894889645542,Iris-setosa
+2,7.0035283948465565,3.1057853650919287,5.0483500374286745,2.30733309611725,Iris-virginica
+3,5.600032725033393,2.9364987875066797,3.6650249239213673,1.3087203087205914,Iris-versicolor
+4,6.840112616735814,3.1311570819651666,5.466815349803024,2.301854133709197,Iris-virginica
+5,6.818685787977228,3.1978928281658936,5.789070087379852,2.299917580965799,Iris-virginica
+6,5.089778155848342,3.497235609594278,1.4011766557354999,0.31138818838110877,Iris-setosa
+7,5.78370142074657,2.77392304967145,4.144716278230835,1.125247203941125,Iris-versicolor
+8,6.288400085485229,3.4045701974085123,5.585720631938598,2.399211126175449,Iris-virginica
+9,5.873062816683725,3.0,5.142963143767849,1.7998392735961959,Iris-virginica
+10,4.400000647376884,2.945386838048196,1.3894194901356183,0.21400652923229596,Iris-setosa
+11,4.852132468617768,3.016882484053365,1.4248124266563884,0.1,Iris-setosa
+12,4.918386802711113,3.4160043547320096,1.4992447259406347,0.27829220057351034,Iris-setosa
+13,4.621656068229034,3.615247501335063,1.0000003696470807,0.1980013842345773,Iris-setosa
+14,4.977243276801252,3.394290756010688,1.498617867365358,0.4152622646313149,Iris-setosa
+15,6.096922769308738,2.5857034233164007,5.596404031043866,1.4212470543387759,Iris-virginica
+16,4.400000549359551,2.9209518891378763,1.4004886818354851,0.20083519524772553,Iris-setosa
+17,6.2971858437491015,2.4713891819500935,5.05902556308542,1.8597526038766217,Iris-virginica
+18,5.475067328726772,3.9,1.2734705033797329,0.34961316370638745,Iris-setosa
+19,6.330858477396651,2.9390640053605104,5.591099314151666,1.807007455489201,Iris-virginica
+20,6.848417914250754,3.0212913502784793,5.3170146813186925,2.2138627510000006,Iris-virginica
+21,6.918957845159125,3.1082283241384485,5.132019257526397,2.3228075781295177,Iris-virginica
+22,6.11566434714592,2.938495267126848,4.699730737127632,1.3287535504015766,Iris-versicolor
+23,6.244729342236355,2.2859137352708334,4.360042003826565,1.3028237598268386,Iris-versicolor
+24,6.794638181369253,2.5308241818947876,5.987516445252185,1.8141604564494223,Iris-virginica
+25,6.706923451084913,3.3151506660436847,5.727435777925855,2.499999459714882,Iris-virginica
+26,7.707521630976685,2.7851039671836038,6.740109126970117,2.0034757335336955,Iris-virginica
+27,7.69269505468091,2.7935293563966166,6.686062809024872,1.992945853900406,Iris-virginica
+28,5.101279244544844,3.500278458694319,1.4023021170003305,0.3636600335209988,Iris-setosa
+29,6.773416336065485,3.1299746329027447,5.791379952987642,2.2601099786113696,Iris-virginica
+30,6.376072874735932,2.9312565966424486,4.435055031438898,1.3192575230622374,Iris-versicolor
+31,5.371561365072611,3.8999987426615883,1.3064300966619415,0.36155890299083027,Iris-setosa
+32,5.314521632223313,2.4360640383489343,3.439995926798353,1.0560212170538559,Iris-versicolor
+33,6.008574936498666,2.184410503004236,4.988158053050709,1.4911318335166377,Iris-virginica
+34,6.497133566110488,3.161392500068375,4.627779236773273,1.530904864598993,Iris-versicolor
+35,4.400000441682433,3.239983918358641,1.3275318494399864,0.1978169869051421,Iris-setosa
+36,4.867868494222734,3.0,1.4006125607348852,0.1965452010059986,Iris-setosa
+37,5.2783105435687485,3.6211532160942723,1.530288403885405,0.19732937046269017,Iris-setosa
+38,5.850023739055927,3.0,5.108363477906806,1.809270869639424,Iris-virginica
+39,6.219490144786819,2.2923681458720075,4.367823895160409,1.2715885611975852,Iris-versicolor
+40,6.696504935504625,3.047891247841323,4.650582010415454,1.498680980997492,Iris-versicolor
+41,7.9,3.818816443718523,6.427081538826904,1.9853554550680026,Iris-virginica
+42,6.327797455253789,2.3618021493952592,4.382161832854479,1.3010693486279512,Iris-versicolor
+43,5.747100981661068,2.9706325030008016,4.303049027398246,1.3102102836005254,Iris-versicolor
+44,5.102117313808967,3.4616594106326697,1.4084805917245584,0.29487625997487826,Iris-setosa
+45,4.913532259360274,3.1321779503430105,1.4998422943188063,0.10000010353551804,Iris-setosa
+46,6.308069233732018,2.504740199313783,4.981746538158493,1.912474090726819,Iris-virginica
+47,6.577216678091914,2.9597753494760517,4.373055676326916,1.37641451746592,Iris-versicolor
+48,4.993571011379626,2.000000598559211,3.551554339847975,0.9921322315855656,Iris-versicolor
+49,6.754308981804187,3.1089839062672535,5.811895615060999,2.2850797513305214,Iris-virginica
+50,4.5713249059553185,3.6137822506152526,1.000000458242569,0.20791171755813714,Iris-setosa
+51,6.235987786389037,2.84221387668586,4.726326426402726,1.1889488285528025,Iris-versicolor
+52,4.584824180073153,3.4010263442158917,1.3983403148229292,0.33291189841889857,Iris-setosa
+53,6.781756033245556,2.5187009977627293,5.97623710880999,1.822008915796126,Iris-virginica
+54,7.6834943799853965,2.8211722931832233,6.664385402372013,1.945930368948856,Iris-virginica
+55,7.667934042103881,2.60460042649433,6.899998559753135,2.3046525407088865,Iris-virginica
+56,6.790813719996795,2.736767717751766,5.959468482391986,1.7009137680128683,Iris-virginica
+57,6.081942698998937,2.592505696727791,5.599788003990512,1.3785069740036981,Iris-virginica
+58,6.319323548251623,2.484425217041505,5.125079079847358,1.9138992940717219,Iris-virginica
+59,5.757643223228582,2.722067167662926,5.169191028278839,1.8980200923007204,Iris-virginica
+60,7.695627975245605,2.6376529493204823,6.899998422985101,2.304862825653448,Iris-virginica
+61,5.600503522743144,2.4542358783707887,3.908511257879015,1.0775084283325609,Iris-versicolor
+62,6.078137968835283,2.8771377725991165,5.458787330699355,1.8517023800933916,Iris-virginica
+63,5.561369639848272,2.4364071304575616,3.9035145207583097,1.034253839805233,Iris-versicolor
+64,5.8017138803794275,2.7098115184562386,4.045414809055865,1.0116658366070193,Iris-versicolor
+65,4.948661433525402,2.431291945691065,2.901016283610346,1.0328329765039528,Iris-versicolor
+66,4.905928516160442,3.082868887102037,1.5193073900917164,0.10000010118965105,Iris-setosa
+67,6.1568084743900355,2.6235071507663323,5.0977188449292115,1.574794240773982,Iris-versicolor
+68,5.289193379317303,2.845818945961483,4.285274648323121,1.4228538360955214,Iris-versicolor
+69,5.593802652335045,2.981222296117195,3.989503753583426,1.3000455013883094,Iris-versicolor
+70,5.618001120079374,3.0,4.211298040059793,1.337027434392091,Iris-versicolor
+71,6.113775275512282,3.035295059130656,4.561635907441048,1.517555198736303,Iris-versicolor
+72,5.215013707733926,3.766187159000433,1.9093823775523577,0.21485882542036003,Iris-setosa
+73,5.435432356078097,3.9,1.3147659781726606,0.546366412001778,Iris-setosa
+74,5.692807539703578,3.7943273800453285,1.4994953378623515,0.3213517468110105,Iris-setosa
+75,5.9777592720173045,2.202473337750312,4.997890285720229,1.474218692001131,Iris-virginica
+76,5.049578390832617,2.4642786863817947,3.09909372594875,1.0465110484862092,Iris-versicolor
+77,6.272671970267504,2.2784935442721252,4.394246233876005,1.2733612081228385,Iris-versicolor
+78,6.344368818227541,3.255393047933483,4.7127258648403485,1.5880205551746884,Iris-versicolor
+79,4.4000004874303285,2.9069876269361146,1.404154236298577,0.18980133649511172,Iris-setosa
+80,6.464604374591686,3.0,5.444708494041574,1.7870953156925546,Iris-virginica
+81,6.617049511698265,3.047506898773712,5.570043900649116,1.9934072112293224,Iris-virginica
+82,6.26209125524705,2.9034640686691584,5.591021832544538,1.8255796581144377,Iris-virginica
+83,7.9,3.797605113894669,6.430976438600896,1.9743929403088296,Iris-virginica
+84,5.782869595622211,3.796836193230673,1.6548830253088271,0.3096692350120701,Iris-setosa
+85,5.836123940331525,2.8308762619446437,5.23673961727145,1.8434420762762265,Iris-virginica
+86,5.70627074514896,3.0,4.334080981036788,1.3389326595923001,Iris-versicolor
+87,7.616124157125718,2.833683720774314,6.601444810109687,1.9751203165606903,Iris-virginica
+88,4.5897601441092215,3.4193806902492616,1.3991476013958781,0.28864175076710596,Iris-setosa
+89,5.0964241748753025,3.7445228921090568,1.7233946298643947,0.32907624973370747,Iris-setosa
+90,6.242263059067841,3.2919704269114494,4.6879728709367425,1.5983121910621756,Iris-versicolor
+91,5.186352789635166,3.412639708392997,1.383071690884013,0.19732744504095862,Iris-setosa
+92,5.415110746322532,3.9,1.287847614511064,0.4107723686778279,Iris-setosa
+93,6.111660799003381,2.7878157165067474,4.735335912606131,1.2245343012601915,Iris-versicolor
+94,5.744205378738337,2.747438187695226,4.069474962484817,1.140819152552356,Iris-versicolor
+95,6.084441099776393,3.2011605403353824,4.470786235562761,1.5255987814567578,Iris-versicolor
+96,7.678615771508962,2.606472422451288,6.9,2.328535267295875,Iris-virginica
+97,7.716193265497811,2.6138402256055997,6.89999899989078,2.295108422120883,Iris-virginica
+98,6.0520620529371865,2.6446063569097467,5.077267617512394,1.5993228322886877,Iris-versicolor
+99,5.641689902207402,3.786356861162194,1.63621898822396,0.3153839893996231,Iris-setosa
+100,5.953614874341531,2.1470049695869937,4.9435611879827555,1.475255988668084,Iris-virginica
+101,5.108762000688759,3.363135036254386,1.5601279021343388,0.4315575574834346,Iris-setosa
+102,5.721259929656267,3.0,4.37272715262729,1.497524675926608,Iris-versicolor
+103,7.720351929762185,2.7964504075799415,6.706271734156973,1.9929672234627434,Iris-virginica
+104,6.1779536525653045,2.2509837996323525,4.591827439044617,1.4902353833048008,Iris-versicolor
+105,4.798497552539883,3.4642401244498027,1.3940101509068223,0.2928385650179214,Iris-setosa
+106,6.795907491642968,3.0,5.643265714235357,2.0822972297175326,Iris-virginica
+107,5.956331881583891,3.4086796753994983,4.479615219969575,1.61015580822835,Iris-versicolor
+108,6.2090045385120005,2.1851441603643185,4.528637102901948,1.5178890439858161,Iris-versicolor
+109,7.707197711144523,2.620221162299538,6.9,2.3139648401391875,Iris-virginica
+110,6.035163117522621,3.3748945491040505,4.516446605493123,1.5983313330937732,Iris-versicolor
+111,5.14242784658492,2.50973677564819,3.0357517606412086,1.0916791637285006,Iris-versicolor
+112,6.698138121612773,3.2909117517365076,5.696602688476667,2.088478254674012,Iris-virginica
+113,7.9,3.789446260195752,6.4270363321543424,1.9724571260745989,Iris-virginica
+114,5.956058284740535,3.3839998219067327,4.473634649137484,1.6049397431249144,Iris-versicolor
+115,6.927370811684201,2.587003754767917,6.162293706941258,1.8572959011890326,Iris-virginica
+116,5.876996053072135,3.1880985873370773,4.351151221911644,1.5053444800226936,Iris-versicolor
+117,6.655832939427487,3.3004084090522325,5.648932424795664,2.08139243886917,Iris-virginica
+118,7.9,3.816322066258835,6.398113857367379,2.0141528697212214,Iris-virginica
+119,5.846031215256249,2.7243049381518474,4.200667936722831,1.0186082602136446,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/7/test.csv b/iris/tab_ddpm/3_3/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/7/train.csv b/iris/tab_ddpm/3_3/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/7/val.csv b/iris/tab_ddpm/3_3/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/8/synth.csv b/iris/tab_ddpm/3_3/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..747c1f6e1db39d1af6069c300a5a439dd3453b12
--- /dev/null
+++ b/iris/tab_ddpm/3_3/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.798193079818252,3.0,5.457848855857283,2.1203543247123036,Iris-virginica
+1,5.712560151420779,2.974279693591151,4.575390381483611,1.4716298927736862,Iris-versicolor
+2,5.212914340626011,3.422435351027503,1.4142096327453098,0.20584225433103603,Iris-setosa
+3,5.137171112703884,3.7955769352371806,1.6006076336932697,0.198929592673945,Iris-setosa
+4,6.050002324386775,2.79096543506176,4.668771178532492,1.197596181136612,Iris-versicolor
+5,5.943226902961744,2.7924459486597257,4.59075282434282,1.2088246165582939,Iris-versicolor
+6,6.26199982435258,2.284237144123026,4.442263352384718,1.3134089534275832,Iris-versicolor
+7,5.412320733147064,3.399571308139827,1.6261594047566759,0.4360208525948665,Iris-setosa
+8,4.9844586683543355,2.0,3.2524138390654165,0.9793132963013573,Iris-versicolor
+9,6.72180892807355,3.0,5.520438159098201,1.980855280951232,Iris-virginica
+10,4.870192689738913,2.395406237194576,3.394433085504655,0.9368741805960521,Iris-versicolor
+11,7.736300199692065,2.854460492551956,6.728240099465697,2.019592321931909,Iris-virginica
+12,6.3223213409588785,2.285807643625304,4.416028794674051,1.3057204777362363,Iris-versicolor
+13,6.2692195391706935,3.4120157163491354,5.586767584778426,2.3884529097705474,Iris-virginica
+14,5.058769693280147,3.546673178549614,1.3895190862081208,0.19780529089996304,Iris-setosa
+15,6.176718942348558,2.189787342171121,4.489655433825097,1.4713513373118103,Iris-versicolor
+16,4.605131631479613,3.601535142409792,1.000000423207936,0.20365212034386457,Iris-setosa
+17,5.364256344312156,2.4401464797919195,3.5991604794172147,1.0114208416926074,Iris-versicolor
+18,6.007242759571942,3.3757524631650195,4.487337524970751,1.6146760033676129,Iris-versicolor
+19,4.59429012727617,3.6285859097966653,1.000000526912989,0.19813291542273948,Iris-setosa
+20,5.909522452646585,2.7262976607635196,5.077063285850955,1.919650509750257,Iris-virginica
+21,6.14967471996943,2.5995146427263616,5.606519241282684,1.4157668085338715,Iris-virginica
+22,6.212958140191612,2.4163053221308974,5.000708833542026,1.817818353362091,Iris-virginica
+23,7.899998168620732,3.7860533648319294,6.482565313843309,1.9982681414970263,Iris-virginica
+24,4.601374998978534,3.636945890575053,1.0,0.19871019502995457,Iris-setosa
+25,5.585356676198902,2.690319076299844,4.499296951661944,1.237313389585427,Iris-versicolor
+26,4.904175496767175,3.1158671624032377,1.6217107331872946,0.1000001061319745,Iris-setosa
+27,4.671057250745429,3.4181947903441214,1.4306661988526461,0.27633077830881453,Iris-setosa
+28,4.982476858531008,2.0,3.3145718690025996,1.0127287828415197,Iris-versicolor
+29,6.291275811966093,2.4851208939857106,5.0012549716947134,1.8908677069950344,Iris-virginica
+30,7.684326804919447,2.6020092384201865,6.9,2.3065199899393343,Iris-virginica
+31,4.4,3.1971031280651925,1.2822045034630127,0.19852894731111426,Iris-setosa
+32,4.817475838474202,3.3913072004380247,1.6321810170109148,0.20286888177632448,Iris-setosa
+33,5.905308832361805,3.0,5.102625504892043,1.8227662991734233,Iris-virginica
+34,4.923490519108444,2.4246951691968586,3.2170637197295644,1.0592768934340877,Iris-versicolor
+35,7.48997217052677,3.0,6.529568535822698,2.133119425360136,Iris-virginica
+36,7.754875687574413,2.5832665313853296,6.9,2.3011328433341394,Iris-virginica
+37,5.090114930591044,3.5117890271928385,1.3915221302088139,0.19965554194784124,Iris-setosa
+38,6.693567647007433,2.7002089643816714,4.839600313999712,1.4196468076008888,Iris-versicolor
+39,5.372964233699516,3.4031856534842864,1.57823951438898,0.20717479486575727,Iris-setosa
+40,5.98989136017165,2.7470271218893147,5.066427861217175,1.5777040455144504,Iris-versicolor
+41,5.270567114227248,3.7365528107030594,1.6784577846945306,0.3670491132396799,Iris-setosa
+42,5.5291119668874495,3.0,4.470195441041613,1.4988461844980008,Iris-versicolor
+43,5.957034603330218,2.7136507257518034,5.100771976796001,1.624350314219285,Iris-versicolor
+44,6.489741667242245,3.1784429594985473,5.155264673856288,2.00534552746913,Iris-virginica
+45,5.471984328827049,3.731741105835508,1.580879190772312,0.22079641470527342,Iris-setosa
+46,4.946006608825554,2.4371843150526415,3.4939173326220216,1.041579044199203,Iris-versicolor
+47,6.090009622863158,2.5904688178361224,5.610713470857138,1.4095539284905627,Iris-virginica
+48,7.269686157337363,2.9155176740019533,6.2703159855761355,1.7981187564527292,Iris-virginica
+49,4.4000005950297085,3.181466390677953,1.3434257236273848,0.20817286096958376,Iris-setosa
+50,5.616919702471869,3.000968058603899,4.51795356559843,1.5305572539888435,Iris-versicolor
+51,4.829689729175692,3.0,1.416878999568243,0.10000011453367412,Iris-setosa
+52,7.899998963919633,3.8053887576454937,6.441307528570899,1.9672150319495847,Iris-virginica
+53,4.821980007818156,3.4014326786751847,1.4997524046427304,0.20209548226937393,Iris-setosa
+54,5.283618857674676,3.6447080554346654,1.633158063369566,0.19784580015174674,Iris-setosa
+55,6.312768161107503,2.3126456615138404,4.420359654473327,1.268950921740571,Iris-versicolor
+56,5.998228370511903,2.712674176993123,5.083950511298767,1.5912112897629498,Iris-versicolor
+57,5.523241958053934,2.6131324005823497,4.388639503618311,1.2034366084136148,Iris-versicolor
+58,7.557351896005935,3.0,6.543991859585323,2.1407275313399476,Iris-virginica
+59,6.153749396828805,3.381895215960076,4.611280032922847,1.624509043727468,Iris-versicolor
+60,4.400000795901139,2.8775804423360314,1.4033750524796667,0.2039679770690057,Iris-setosa
+61,6.475891626358027,3.0,5.8341433635531565,2.221180831281026,Iris-virginica
+62,5.645989913617054,3.0,3.8054055839934233,1.3325251794311697,Iris-versicolor
+63,6.804877630704857,2.8182917842112682,4.827458031181908,1.4005698946414373,Iris-versicolor
+64,5.090017749753271,3.496123196874715,1.4020168925579801,0.28716030814345983,Iris-setosa
+65,5.382366603732565,3.3974012829021594,1.542129344020928,0.34299324276741117,Iris-setosa
+66,5.65172055770294,2.8105750094097446,4.333531758760922,1.3121087801730444,Iris-versicolor
+67,5.84458837791569,3.0,5.083344185346304,1.7895786258994697,Iris-virginica
+68,7.9,3.7893946703075594,6.40434409661943,2.0028972860899983,Iris-virginica
+69,6.686292830415303,3.2793640419474865,5.700995547830381,2.4999993889284102,Iris-virginica
+70,6.735926113512853,3.177274423178126,5.119224727112687,2.13641784942476,Iris-virginica
+71,5.8695986540046166,3.0,4.268701761108387,1.519060647098819,Iris-versicolor
+72,6.133613520100923,3.3553167040603493,4.621006970883319,1.5921117045670456,Iris-versicolor
+73,4.826560957355867,3.0,1.4299406364444285,0.1000001098224549,Iris-setosa
+74,4.824250066185894,3.3781149308986467,1.5977101817200094,0.20261415137513566,Iris-setosa
+75,5.589406137099197,2.442552906703165,3.8622737725116565,1.0935925931457233,Iris-versicolor
+76,7.899998046099532,3.786125504203255,6.351488812109962,1.969846420402265,Iris-virginica
+77,5.164589215169836,2.675810167800819,3.8759437940320223,1.39941186245698,Iris-versicolor
+78,6.6539015195403834,2.4973171224588686,5.77889028918245,1.7786732359055648,Iris-virginica
+79,7.009137576618903,3.0,5.757338736099673,2.1718690479213065,Iris-virginica
+80,4.789829303876889,3.0,1.3981114653721247,0.28528064556937893,Iris-setosa
+81,5.71063843740133,2.730810404119317,4.540885888539901,1.1677663883916072,Iris-versicolor
+82,5.895527569074942,3.128031593180144,4.554134143069196,1.5139256511047399,Iris-versicolor
+83,5.638302543575342,3.0,4.200269687799053,1.280807671381297,Iris-versicolor
+84,7.534079405479257,3.0,6.542396799850826,2.1591009914959587,Iris-virginica
+85,6.047036566708557,3.3929225525079585,4.566704495016431,1.585497585098429,Iris-versicolor
+86,4.884841020212896,3.0,1.404385966985597,0.19840718881984104,Iris-setosa
+87,7.698811204657428,2.8113516340035662,6.695351712556596,2.0136489944668847,Iris-virginica
+88,5.912679649919534,2.9564327591179747,4.345060905522413,1.4858170146532714,Iris-versicolor
+89,4.996577806019219,2.00000057491753,3.5576594837648896,0.9429679210470805,Iris-versicolor
+90,5.255185305238287,3.3939855879190164,1.5191484379097313,0.38219853495172085,Iris-setosa
+91,4.634957636152536,3.40661035539834,1.3915114234314754,0.35935096287488755,Iris-setosa
+92,5.980151313508837,2.9055032667231635,4.511044010578795,1.4995475779161838,Iris-versicolor
+93,6.626689356925663,3.0,4.4738283422422205,1.4140217493068261,Iris-versicolor
+94,4.854757009433225,3.0180029044069285,1.430816485501148,0.100000097556636,Iris-setosa
+95,5.0062853697887935,2.0,3.388181930034416,0.9695492555202949,Iris-versicolor
+96,6.235849998400861,3.3123444205046235,4.6680451528263935,1.6301549650138423,Iris-versicolor
+97,5.381147798021625,3.4015220115982476,1.6039930151230293,0.20497142603531004,Iris-setosa
+98,4.892868364535091,3.101863676262776,1.6555021911573164,0.10000011781558843,Iris-setosa
+99,5.327213442912183,3.392222249902977,1.5418350763593,0.21279539652802443,Iris-setosa
+100,4.766032216493939,3.0,1.3871969274935907,0.3018472168225267,Iris-setosa
+101,5.185510264640667,3.7184488188060425,1.6299146733223282,0.42233496983453933,Iris-setosa
+102,6.147245235819276,2.191104147568942,4.483787910133556,1.504071388208973,Iris-versicolor
+103,5.365353557253399,3.9,1.3084425280586656,0.3589073331582048,Iris-setosa
+104,5.894334530998873,3.0,5.023571194770055,1.7898152459649295,Iris-virginica
+105,6.687889426556499,3.054608707625987,4.661342935228795,1.5049301497309762,Iris-versicolor
+106,6.697927184529789,3.1043156787129704,4.669720114035068,1.5098687888117233,Iris-versicolor
+107,4.8695360654269635,3.086616673152319,1.480430591496508,0.1,Iris-setosa
+108,4.776611285416144,3.4062326142358237,1.6229388850125337,0.19398755085133979,Iris-setosa
+109,4.803214364851555,3.0,1.4019877235169993,0.1000000951269875,Iris-setosa
+110,7.718670165212614,2.580143545994376,6.9,2.2982203095367075,Iris-virginica
+111,5.026122553758638,3.575242395116565,1.3863188172475955,0.19634005436593557,Iris-setosa
+112,7.642227930334559,3.0,6.622853104473601,2.06113149971607,Iris-virginica
+113,6.462924729905057,2.9334632583695393,4.339287546303214,1.3187603505704442,Iris-versicolor
+114,5.67720538896379,2.8554254306614677,4.1840820525716715,1.3057063978256875,Iris-versicolor
+115,6.259587703044312,2.5427503362734907,5.038846654821777,1.5106146741349702,Iris-versicolor
+116,7.538358135823066,3.0,6.522762134362315,2.1127719416437953,Iris-virginica
+117,6.81969633675851,3.0,5.225178966526081,2.2615980100438624,Iris-virginica
+118,6.240634807039935,2.2611220894286026,4.507372228465935,1.4348555870346178,Iris-versicolor
+119,6.03877614598662,2.7929552469151435,4.65484499460874,1.2068424941847826,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/8/test.csv b/iris/tab_ddpm/3_3/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/8/train.csv b/iris/tab_ddpm/3_3/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/8/val.csv b/iris/tab_ddpm/3_3/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/9/synth.csv b/iris/tab_ddpm/3_3/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..69341b9e23b1257f7587107e52915cd6b1d0aa13
--- /dev/null
+++ b/iris/tab_ddpm/3_3/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.373997089399242,3.3827172827757077,1.492702586968957,0.20687820452128028,Iris-setosa
+1,6.709983394412546,3.2646526422823348,5.685858531814485,2.4999995898948635,Iris-virginica
+2,4.954510957807806,2.4442761981905794,3.325735749947775,1.0505566863605378,Iris-versicolor
+3,5.399511767472421,3.402928826218401,1.7095038134024794,0.20219673681123135,Iris-setosa
+4,5.261789692971784,3.6907456649172445,1.527298542652023,0.19875024707453803,Iris-setosa
+5,5.666214244397102,2.8424284945630007,4.030782274587185,1.227932619923939,Iris-versicolor
+6,4.896905778936037,3.105053882537281,1.4967118703715763,0.10000010629705576,Iris-setosa
+7,5.152320247957361,3.7800320729135217,1.6349929898243651,0.2009921002408245,Iris-setosa
+8,5.199307417107552,3.787612888698215,1.7172502723346021,0.19853173404524466,Iris-setosa
+9,5.185116571220207,2.742380879842597,4.052688516234836,1.4167368538111298,Iris-versicolor
+10,5.830243300128733,2.400817718349879,4.214432165685034,1.1282391841046597,Iris-versicolor
+11,5.185903669573157,3.4274014049983497,1.400307914851804,0.2024772434881806,Iris-setosa
+12,5.919858826074241,3.125145630292331,4.578830803172742,1.5232526432598588,Iris-versicolor
+13,5.9903804467393424,3.409641553898039,4.505538297933702,1.6201059621730933,Iris-versicolor
+14,7.707454232387584,2.6031337798167007,6.899998747903713,2.256027834219333,Iris-virginica
+15,5.662644004718172,3.8017496615150908,1.652114385994935,0.3498401477134525,Iris-setosa
+16,5.013109231808235,3.6832870364230916,1.4232211076117043,0.19906225403183242,Iris-setosa
+17,6.714212431521595,3.2417059608732335,5.795695714681262,2.309264656948159,Iris-virginica
+18,6.670005996194867,3.3214591376967384,5.668717121638724,2.1034896132734016,Iris-virginica
+19,6.066366300089151,2.9335188719883467,4.364763667821468,1.3452754076354287,Iris-versicolor
+20,5.89751945260661,2.9120070145829735,4.568010779331629,1.4156986400437916,Iris-versicolor
+21,4.627503789366937,3.393120841156962,1.4156733975399858,0.32014865743090104,Iris-setosa
+22,6.4307317135128175,2.8958468228943848,4.301707489535316,1.3041683114450724,Iris-versicolor
+23,5.805309169552139,2.7251675332646474,5.109063246668957,1.8942732403703324,Iris-virginica
+24,4.855727553814125,3.0362288417905865,1.4526767293691454,0.10000011508593405,Iris-setosa
+25,4.896505450074418,3.0972268641394005,1.5706051129251146,0.10000012470858377,Iris-setosa
+26,7.695528461358399,2.811657092083865,6.695155353787634,1.9736055110775503,Iris-virginica
+27,6.211512048457783,3.008140798449318,4.698772147521613,1.4435318195350504,Iris-versicolor
+28,4.4000005057597456,3.2063969727656665,1.3100317227630882,0.2032305929126338,Iris-setosa
+29,6.17141076269152,2.8219793307629395,4.547370656027914,1.242401222718422,Iris-versicolor
+30,4.601003018704065,3.372820992879171,1.4014566618278828,0.2986046663840145,Iris-setosa
+31,6.96451530980887,3.1130216538099815,5.0553375098411735,2.3266174216995723,Iris-virginica
+32,4.81394636514092,3.0,1.4090426604598447,0.10000013195733615,Iris-setosa
+33,6.497794638281449,3.2123262629551275,5.205657735805204,2.0050823665791424,Iris-virginica
+34,7.899998765040746,3.8086873671820545,6.396197808632444,2.0115920134046377,Iris-virginica
+35,6.439406384716617,3.1952736680365654,5.093560896762247,1.9631500148984373,Iris-virginica
+36,5.11007572830079,3.791050148396947,1.4945048134588803,0.1980519682514525,Iris-setosa
+37,6.564809800094148,3.1329561517641857,5.168128810159311,2.0006008157832897,Iris-virginica
+38,5.728294610187675,2.6364031070469256,3.9326012539228516,1.0574951926437393,Iris-versicolor
+39,5.819142512506858,3.037376810844522,4.519088860568263,1.4981519686156974,Iris-versicolor
+40,6.377332944550603,2.8295982236411095,4.403259832421828,1.2400594294190905,Iris-versicolor
+41,5.8991410397479065,3.015727527032695,4.463081297431989,1.4977440577856114,Iris-versicolor
+42,7.197615975078096,2.955965869357521,5.997434595404515,1.9645580947634262,Iris-virginica
+43,4.5069743058176455,2.299990517195232,1.3083554578972199,0.31663599400335074,Iris-setosa
+44,5.27619159089912,2.7827768974920106,4.003693236593618,1.4091327900916701,Iris-versicolor
+45,5.830196785339546,2.7106787798009218,5.118887829592521,1.8859791317193315,Iris-virginica
+46,6.398883674586829,3.231395269628365,4.75918619651318,1.592940776346768,Iris-versicolor
+47,6.62691376239083,2.464916576265807,5.744134181741961,1.8134453018813659,Iris-virginica
+48,6.506810263865295,3.2005417232812756,5.089635565405018,2.002409262468285,Iris-virginica
+49,7.688040981701306,2.8054757103213928,6.693157795889485,2.0026202295450886,Iris-virginica
+50,5.097065781423291,3.79512548895464,1.5024023516253384,0.20332931187387646,Iris-setosa
+51,6.885904034806724,3.228323041673117,5.751892013784679,2.315544395271497,Iris-virginica
+52,6.325191530306869,2.262849052814646,4.435258967012553,1.3538734065129154,Iris-versicolor
+53,6.364657971220152,2.901231001289636,4.26620949805298,1.2758316838421813,Iris-versicolor
+54,6.496702813452319,3.21034445389491,5.044942870180686,2.016508983712268,Iris-virginica
+55,5.406462980937403,3.4026445574735638,1.7271675982944865,0.20886264961279533,Iris-setosa
+56,5.201265441736925,3.4538746322282163,1.3770537383835668,0.20060682619777717,Iris-setosa
+57,4.898586081740759,3.0,1.4088893898341903,0.20363452396284595,Iris-setosa
+58,5.349408241925739,3.4150112501530194,1.49044330529847,0.19791284775289136,Iris-setosa
+59,7.899997882449991,3.779832694045234,6.448207249622143,2.006619128309894,Iris-virginica
+60,5.244380339001192,3.721503864519783,1.4946695994219403,0.19369832290553457,Iris-setosa
+61,6.0877794820205136,2.5895342758240942,5.60238181027988,1.3998737721795174,Iris-virginica
+62,6.560971676084364,3.0,5.859692420549727,2.1581373643445576,Iris-virginica
+63,5.111119806358038,2.469198425216362,3.0076823408161593,1.054167578292672,Iris-versicolor
+64,5.494169064120536,2.584356147389644,4.381126797968582,1.1612800938042576,Iris-versicolor
+65,6.709365329243191,3.310390067951307,5.6828263335667355,2.5,Iris-virginica
+66,5.106141593541877,3.4969614302716514,1.4060497302563153,0.416125685195671,Iris-setosa
+67,7.724840578427151,2.5785072269790774,6.9,2.3055368851021,Iris-virginica
+68,4.4,2.8866194290201173,1.3959641709092607,0.20109541435916667,Iris-setosa
+69,4.975206321478877,2.434885820568417,2.921458881614,1.1020048235643336,Iris-versicolor
+70,5.201261230479601,3.4061752873717537,1.404339466759958,0.19595138576153737,Iris-setosa
+71,5.772013451015133,2.7934139656600605,4.418648719093237,1.2026567516286306,Iris-versicolor
+72,7.270528666015681,3.0,6.214295249113953,2.0453049470375158,Iris-virginica
+73,5.969123603199659,2.874787841347815,4.557269293005758,1.238847382209679,Iris-versicolor
+74,6.689000483816149,3.280925902967167,5.696417190551425,2.49999889765771,Iris-virginica
+75,5.09434243018047,3.8178316988605827,1.6291226163386778,0.2025392320808951,Iris-setosa
+76,7.899998987677236,3.810506134467643,6.361436575261952,2.015510269725903,Iris-virginica
+77,6.288451489445356,2.8965283163020805,5.598831198506482,1.8245617634050464,Iris-virginica
+78,4.992550757321043,2.000000569395821,3.459479167937513,0.9063250948270329,Iris-versicolor
+79,6.80311562003901,3.1977242458941335,5.855882502953736,2.2995803415460716,Iris-virginica
+80,7.229241429964948,3.0332756022238185,6.179787899520603,2.1751920841938124,Iris-virginica
+81,4.626606479596773,3.4052900897727407,1.4077778390582196,0.3421951128530638,Iris-setosa
+82,6.375163709534894,2.3926133205953675,5.462627250562917,1.7559233726712673,Iris-virginica
+83,4.904637369721767,3.1213650594867794,1.4998939700837968,0.1,Iris-setosa
+84,5.765735714057128,2.6699696670507103,3.9566485951794137,1.0452418977136742,Iris-versicolor
+85,5.09164371864779,3.5024073741872166,1.3887816427843613,0.26194040043625916,Iris-setosa
+86,6.361696889701361,2.899750366025083,4.282639302244874,1.2716763218548743,Iris-versicolor
+87,5.638766545136761,2.9745137308685834,4.151738873667914,1.300290682385662,Iris-versicolor
+88,4.842945839612947,3.0148149322113316,1.4586101228310444,0.1,Iris-setosa
+89,6.9507517160964944,3.200095592570628,5.667898023637635,2.3027984996651676,Iris-virginica
+90,5.557740510338072,3.790093537561807,1.4958202135210583,0.2961048838165249,Iris-setosa
+91,5.996855017108856,2.793587590393925,4.849553217222768,1.5462194684578274,Iris-versicolor
+92,4.592138441492701,3.6035226413881385,1.0,0.2051624230453316,Iris-setosa
+93,6.154386425579387,2.7046686443094328,5.551738252288208,1.6659129139525417,Iris-virginica
+94,6.05191309879086,2.6651569139783358,5.038072818856402,1.6039490834119878,Iris-versicolor
+95,6.833838732618919,3.0,5.37151716802102,2.1419051938622453,Iris-virginica
+96,4.877527071302258,3.0987439018737164,1.4794868781494115,0.1,Iris-setosa
+97,4.400000572264931,3.2323439781756336,1.299383108586651,0.20551754546004453,Iris-setosa
+98,5.557674089149212,2.434182622741386,3.8159236719601495,1.0400418642506803,Iris-versicolor
+99,6.320710235248742,3.2742156914133687,4.674141376449524,1.6254612915955005,Iris-versicolor
+100,5.0848292090611205,3.4005324586979517,1.7403992644808248,0.4124462955296315,Iris-setosa
+101,6.183565546016134,3.0681104232144265,4.470798574111923,1.5278462628082623,Iris-versicolor
+102,6.147265298589837,2.752800944077371,4.728747495714878,1.2566799403937503,Iris-versicolor
+103,6.739239991133612,3.2673016067386316,5.668794934020889,2.207728369815897,Iris-virginica
+104,6.550718128058994,3.0,4.450514465292211,1.3890536160349807,Iris-versicolor
+105,6.292352759372525,2.4615177583911954,4.868772312238133,1.4879349702489681,Iris-versicolor
+106,7.586564813323601,3.0,6.585036455564148,2.112873081173194,Iris-virginica
+107,5.786475708966744,2.7138050538606753,4.244845379611011,1.0729517070550791,Iris-versicolor
+108,6.020763633769042,2.6853458501092575,5.183749032390383,1.6114375694658667,Iris-versicolor
+109,4.791672137049652,3.1300773168740283,1.383271112168477,0.3106768835369781,Iris-setosa
+110,6.271382659048778,2.429671896573327,5.018524881125733,1.8722956252123006,Iris-virginica
+111,5.4283625063702665,3.3835950103435803,1.915244960418228,0.2067727000650954,Iris-setosa
+112,7.680818493738255,2.60628279638122,6.9,2.2765507751574203,Iris-virginica
+113,5.555328106917917,2.451776562606776,3.818485518463354,1.1076445029995092,Iris-versicolor
+114,6.647300234855346,3.0,4.462492646419561,1.42796834469408,Iris-versicolor
+115,6.242767561799926,2.5696036262576065,4.9162106676237896,1.524928350549246,Iris-versicolor
+116,6.593767604891127,3.0,4.386390608659177,1.3971547756461,Iris-versicolor
+117,5.009529053569354,3.637344268047963,1.4052535629642353,0.200413717333634,Iris-setosa
+118,6.006662902999846,2.203030826587269,4.986874523750106,1.5012522186516302,Iris-virginica
+119,5.0916570518298805,3.797844660828261,1.6626728043089576,0.20007686225307025,Iris-setosa
diff --git a/iris/tab_ddpm/3_3/9/test.csv b/iris/tab_ddpm/3_3/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/9/train.csv b/iris/tab_ddpm/3_3/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3_3/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_3/9/val.csv b/iris/tab_ddpm/3_3/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3_3/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3_3/params.json b/iris/tab_ddpm/3_3/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..93872591dde271439fe7d831e54563f5ae46a276
--- /dev/null
+++ b/iris/tab_ddpm/3_3/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9bfc6796ec3091dfcd4bd9d53b148a14b002a0226172450f099fca4a469b71a9
+size 331
diff --git a/iris/tab_ddpm/3_3/tab_ddpm_eval.ipynb b/iris/tab_ddpm/3_3/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..82491dd38c433486dbb1a43284b3eea12348883e
--- /dev/null
+++ b/iris/tab_ddpm/3_3/tab_ddpm_eval.ipynb
@@ -0,0 +1,1943 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "1b1f0f78",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:14:49.729502Z",
+     "iopub.status.busy": "2024-07-22T03:14:49.729171Z",
+     "iopub.status.idle": "2024-07-22T03:15:01.557583Z",
+     "shell.execute_reply": "2024-07-22T03:15:01.556392Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 11.841061,
+     "end_time": "2024-07-22T03:15:01.560198",
+     "exception": false,
+     "start_time": "2024-07-22T03:14:49.719137",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 49%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 97%\r",
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "d64f91fb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:15:01.584482Z",
+     "iopub.status.busy": "2024-07-22T03:15:01.583556Z",
+     "iopub.status.idle": "2024-07-22T03:15:01.592420Z",
+     "shell.execute_reply": "2024-07-22T03:15:01.591581Z"
+    },
+    "papermill": {
+     "duration": 0.023256,
+     "end_time": "2024-07-22T03:15:01.594392",
+     "exception": false,
+     "start_time": "2024-07-22T03:15:01.571136",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'\\n%cd /kaggle/working\\n!rm -rf ml-utility-loss\\n!git clone https://github.com/R-N/ml-utility-loss\\n%cd ml-utility-loss\\n!git pull\\n!rm setup.py\\n!curl -Lo setup.py https://github.com/R-N/ml-utility-loss/raw/main/setup.py\\n!pip install .\\n#!pip install . --no-deps --force-reinstall --upgrade\\n#'"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\"\"\"\n",
+    "%cd /kaggle/working\n",
+    "!rm -rf ml-utility-loss\n",
+    "!git clone https://github.com/R-N/ml-utility-loss\n",
+    "%cd ml-utility-loss\n",
+    "!git pull\n",
+    "!rm setup.py\n",
+    "!curl -Lo setup.py https://github.com/R-N/ml-utility-loss/raw/main/setup.py\n",
+    "!pip install .\n",
+    "#!pip install . --no-deps --force-reinstall --upgrade\n",
+    "#\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1da58fb8",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009662,
+     "end_time": "2024-07-22T03:15:01.613629",
+     "exception": false,
+     "start_time": "2024-07-22T03:15:01.603967",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "431ad5de",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:15:01.634824Z",
+     "iopub.status.busy": "2024-07-22T03:15:01.634031Z",
+     "iopub.status.idle": "2024-07-22T03:15:01.641180Z",
+     "shell.execute_reply": "2024-07-22T03:15:01.640494Z"
+    },
+    "papermill": {
+     "duration": 0.019823,
+     "end_time": "2024-07-22T03:15:01.643134",
+     "exception": false,
+     "start_time": "2024-07-22T03:15:01.623311",
+     "status": "completed"
+    },
+    "tags": [
+     "parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "\n",
+    "import os\n",
+    "\n",
+    "datasets = [\n",
+    "    \"insurance\",\n",
+    "    \"treatment\",\n",
+    "    \"contraceptive\"\n",
+    "]\n",
+    "models = [\"tab_ddpm_concat\"]\n",
+    "single_model = \"tab_ddpm_concat\"\n",
+    "\n",
+    "\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = None\n",
+    "study_dir = \"./\"\n",
+    "\n",
+    "path_prefix = \"../../../../\"\n",
+    "\n",
+    "dataset_dir=os.path.join(path_prefix, \"ml-utility-loss\", \"datasets\")\n",
+    "dataset_name = \"contraceptive\"\n",
+    "\n",
+    "direction = \"maximize\"\n",
+    "model_name = \"tab_ddpm_mlu\"\n",
+    "\n",
+    "mlu_model_dir=os.path.join(path_prefix, \"final\")\n",
+    "mlu_model_name = \"tab_ddpm_concat\"\n",
+    "mlu_run = True\n",
+    "\n",
+    "gp = True\n",
+    "gp_multiply = True\n",
+    "\n",
+    "df_name = \"df\"\n",
+    "\n",
+    "folder = \"eval\"\n",
+    "path = None\n",
+    "debug = False\n",
+    "\n",
+    "param_index = 0\n",
+    "repo_index = 5\n",
+    "use_all_data = False\n",
+    "\n",
+    "epoch_scale = 1\n",
+    "save_model = True"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "17778951",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:15:01.663834Z",
+     "iopub.status.busy": "2024-07-22T03:15:01.663529Z",
+     "iopub.status.idle": "2024-07-22T03:15:01.668668Z",
+     "shell.execute_reply": "2024-07-22T03:15:01.667822Z"
+    },
+    "papermill": {
+     "duration": 0.017793,
+     "end_time": "2024-07-22T03:15:01.670554",
+     "exception": false,
+     "start_time": "2024-07-22T03:15:01.652761",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = False\n",
+    "gp_multiply = False\n",
+    "df_name = 3\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/3_3\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = False\n",
+    "epoch_scale = 0.4\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "3d53b1ec",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:15:01.692693Z",
+     "iopub.status.busy": "2024-07-22T03:15:01.692410Z",
+     "iopub.status.idle": "2024-07-22T03:15:01.697563Z",
+     "shell.execute_reply": "2024-07-22T03:15:01.696768Z"
+    },
+    "papermill": {
+     "duration": 0.018734,
+     "end_time": "2024-07-22T03:15:01.699697",
+     "exception": false,
+     "start_time": "2024-07-22T03:15:01.680963",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_est_eval_5_nogp_iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "repo = \"mlu_est_eval\"\n",
+    "if repo_index:\n",
+    "    repo = f\"{repo}_{repo_index}\"\n",
+    "if gp:\n",
+    "    if gp_multiply:\n",
+    "        repo = f\"{repo}_gp_mul\"\n",
+    "    else:\n",
+    "        repo = f\"{repo}_gp_nomul\"\n",
+    "else:\n",
+    "    repo = f\"{repo}_nogp\"\n",
+    "repo = f\"{repo}_{dataset_name}\"\n",
+    "print(repo)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "aecd86a1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:15:01.720648Z",
+     "iopub.status.busy": "2024-07-22T03:15:01.720354Z",
+     "iopub.status.idle": "2024-07-22T03:15:02.969966Z",
+     "shell.execute_reply": "2024-07-22T03:15:02.968947Z"
+    },
+    "papermill": {
+     "duration": 1.262901,
+     "end_time": "2024-07-22T03:15:02.972371",
+     "exception": false,
+     "start_time": "2024-07-22T03:15:01.709470",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Cloning into 'final'...\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "remote: Repository not found\r\n",
+      "fatal: repository 'https://huggingface.co/linearch/mlu_est_eval_5_nogp_iris/' not found\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "#\"\"\"\n",
+    "%cd /kaggle/working\n",
+    "#!rm -rf final\n",
+    "!git clone https://huggingface.co/linearch/{repo} final\n",
+    "#\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "e8f55f81",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:15:02.995906Z",
+     "iopub.status.busy": "2024-07-22T03:15:02.995275Z",
+     "iopub.status.idle": "2024-07-22T03:15:03.984449Z",
+     "shell.execute_reply": "2024-07-22T03:15:03.983400Z"
+    },
+    "papermill": {
+     "duration": 1.003471,
+     "end_time": "2024-07-22T03:15:03.986773",
+     "exception": false,
+     "start_time": "2024-07-22T03:15:02.983302",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mkdir: cannot create directory 'iris': File exists\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working/iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "%cd /kaggle/working/\n",
+    "#!rm -rf {dataset_name}\n",
+    "!mkdir {dataset_name}\n",
+    "%cd {dataset_name}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "2b7d359c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:15:04.011481Z",
+     "iopub.status.busy": "2024-07-22T03:15:04.011150Z",
+     "iopub.status.idle": "2024-07-22T03:15:04.020912Z",
+     "shell.execute_reply": "2024-07-22T03:15:04.019997Z"
+    },
+    "papermill": {
+     "duration": 0.025275,
+     "end_time": "2024-07-22T03:15:04.023011",
+     "exception": false,
+     "start_time": "2024-07-22T03:15:03.997736",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/3_3\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "import os\n",
+    "\n",
+    "%cd /kaggle/working/\n",
+    "\n",
+    "if path is None:\n",
+    "    path = os.path.join(folder, dataset_name, single_model, df_name)\n",
+    "Path(path).mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "%cd {path}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "9a4f76df",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:15:04.047645Z",
+     "iopub.status.busy": "2024-07-22T03:15:04.047339Z",
+     "iopub.status.idle": "2024-07-22T03:15:04.413973Z",
+     "shell.execute_reply": "2024-07-22T03:15:04.413153Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.381653,
+     "end_time": "2024-07-22T03:15:04.416315",
+     "exception": false,
+     "start_time": "2024-07-22T03:15:04.034662",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import json\n",
+    "import os\n",
+    "\n",
+    "df = pd.read_csv(os.path.join(dataset_dir, f\"{dataset_name}.csv\"))\n",
+    "with open(os.path.join(dataset_dir, f\"{dataset_name}.json\")) as f:\n",
+    "    info = json.load(f)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "dc9ce22c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:15:04.439982Z",
+     "iopub.status.busy": "2024-07-22T03:15:04.439677Z",
+     "iopub.status.idle": "2024-07-22T03:15:06.102679Z",
+     "shell.execute_reply": "2024-07-22T03:15:06.101841Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.677564,
+     "end_time": "2024-07-22T03:15:06.105154",
+     "exception": false,
+     "start_time": "2024-07-22T03:15:04.427590",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.util import split_df_ratio\n",
+    "\n",
+    "task = info[\"task\"]\n",
+    "target = info[\"target\"]\n",
+    "cat_features = info[\"cat_features\"]\n",
+    "mixed_features = info[\"mixed_features\"]\n",
+    "longtail_features = info[\"longtail_features\"]\n",
+    "integer_features = info[\"integer_features\"]\n",
+    "\n",
+    "dfs = {\n",
+    "    \"df\": df,\n",
+    "}\n",
+    "dfs_test = {}\n",
+    "for i in range(5):\n",
+    "    train, test = split_df_ratio(df, ratio=0.2, i=i, seed=42)\n",
+    "    dfs[i] = train\n",
+    "    dfs_test[i] = test\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "42c0cedf",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:15:06.130804Z",
+     "iopub.status.busy": "2024-07-22T03:15:06.130378Z",
+     "iopub.status.idle": "2024-07-22T03:15:06.138238Z",
+     "shell.execute_reply": "2024-07-22T03:15:06.137537Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.023018,
+     "end_time": "2024-07-22T03:15:06.140195",
+     "exception": false,
+     "start_time": "2024-07-22T03:15:06.117177",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.util import mkdir, seed\n",
+    "\n",
+    "if isinstance(df_name, int) or df_name.isdigit():\n",
+    "    seed(int(df_name))\n",
+    "else:\n",
+    "    seed(0)\n",
+    "#model_name_2 = f\"{model_name}_{dataset_name}_{df_name}\"\n",
+    "if model_dir_2 is None:\n",
+    "    model_dir_2 = os.path.join(model_dir, model_name, dataset_name, str(df_name))\n",
+    "mkdir(model_dir_2)\n",
+    "model_path = os.path.join(model_dir_2, f\"model.pt\")\n",
+    "diffusion_path = os.path.join(model_dir_2, f\"diffusion.pt\")\n",
+    "trainer_path = os.path.join(model_dir_2, f\"trainer.pt\")\n",
+    "model_state_path = os.path.join(model_dir_2, f\"model_state.json\")\n",
+    "diffusion_state_path = os.path.join(model_dir_2, f\"diffusion_state.json\")\n",
+    "params_path = os.path.join(model_dir_2, f\"params.json\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "4386434d",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:15:06.163505Z",
+     "iopub.status.busy": "2024-07-22T03:15:06.163205Z",
+     "iopub.status.idle": "2024-07-22T03:15:06.167417Z",
+     "shell.execute_reply": "2024-07-22T03:15:06.166596Z"
+    },
+    "executionInfo": {
+     "elapsed": 11,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "-YDZUU9QUCwx",
+    "outputId": "50dcb58c-f0de-4f40-f97f-79a3cd23681b",
+    "papermill": {
+     "duration": 0.018228,
+     "end_time": "2024-07-22T03:15:06.169545",
+     "exception": false,
+     "start_time": "2024-07-22T03:15:06.151317",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "2212e3c4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:15:06.192746Z",
+     "iopub.status.busy": "2024-07-22T03:15:06.192450Z",
+     "iopub.status.idle": "2024-07-22T03:15:06.308601Z",
+     "shell.execute_reply": "2024-07-22T03:15:06.307804Z"
+    },
+    "papermill": {
+     "duration": 0.13048,
+     "end_time": "2024-07-22T03:15:06.310880",
+     "exception": false,
+     "start_time": "2024-07-22T03:15:06.180400",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import ml_utility_loss.synthesizers.tab_ddpm.params as TAB_DDPM_PARAMS\n",
+    "import ml_utility_loss.synthesizers.lct_gan.params as LCT_GAN_PARAMS\n",
+    "import ml_utility_loss.synthesizers.realtabformer.params as RTF_PARAMS\n",
+    "from ml_utility_loss.synthesizers.realtabformer.params.default import GPT2_PARAMS, REALTABFORMER_PARAMS\n",
+    "from ml_utility_loss.util import filter_dict_2, filter_dict\n",
+    "\n",
+    "tab_ddpm_params = getattr(TAB_DDPM_PARAMS, dataset_name).BEST\n",
+    "lct_gan_params = getattr(LCT_GAN_PARAMS, dataset_name).BEST\n",
+    "lct_ae_params = filter_dict_2(lct_gan_params, LCT_GAN_PARAMS.default.AE_PARAMS)\n",
+    "rtf_params = getattr(RTF_PARAMS, dataset_name).BEST\n",
+    "rtf_params = filter_dict(rtf_params, REALTABFORMER_PARAMS)\n",
+    "\n",
+    "lct_ae_embedding_size=lct_gan_params[\"embedding_size\"]\n",
+    "tab_ddpm_normalization=\"quantile\"\n",
+    "tab_ddpm_cat_encoding=tab_ddpm_params[\"cat_encoding\"]\n",
+    "#tab_ddpm_cat_encoding=\"one-hot\"\n",
+    "tab_ddpm_y_policy=\"default\"\n",
+    "tab_ddpm_is_y_cond=True"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "245a543c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:15:06.336882Z",
+     "iopub.status.busy": "2024-07-22T03:15:06.336387Z",
+     "iopub.status.idle": "2024-07-22T03:15:10.670224Z",
+     "shell.execute_reply": "2024-07-22T03:15:10.669199Z"
+    },
+    "papermill": {
+     "duration": 4.349471,
+     "end_time": "2024-07-22T03:15:10.672651",
+     "exception": false,
+     "start_time": "2024-07-22T03:15:06.323180",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 03:15:08.073689: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-22 03:15:08.073746: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-22 03:15:08.075299: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_lct_ae\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    print(\"mlu_run\", mlu_run)\n",
+    "#     lct_ae = load_lct_ae(\n",
+    "#         dataset_name=dataset_name,\n",
+    "#         model_dir=os.path.join(path_prefix, \"ml-utility-loss/models\"),\n",
+    "#         model_name=\"lct_ae\",\n",
+    "#         df_name=\"df\",\n",
+    "#     )\n",
+    "lct_ae = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "d0cdd4ef",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:15:10.697280Z",
+     "iopub.status.busy": "2024-07-22T03:15:10.696724Z",
+     "iopub.status.idle": "2024-07-22T03:15:10.702522Z",
+     "shell.execute_reply": "2024-07-22T03:15:10.701682Z"
+    },
+    "papermill": {
+     "duration": 0.020236,
+     "end_time": "2024-07-22T03:15:10.704494",
+     "exception": false,
+     "start_time": "2024-07-22T03:15:10.684258",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_rtf_embed\n",
+    "\n",
+    "rtf_embed = None\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    rtf_embed = load_rtf_embed(\n",
+    "        dataset_name=dataset_name,\n",
+    "        model_dir=os.path.join(path_prefix, \"ml-utility-loss/models\"),\n",
+    "        model_name=\"realtabformer\",\n",
+    "        df_name=\"df\",\n",
+    "        ckpt_type=\"best-disc-model\"\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "ef41e0a4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:15:10.731744Z",
+     "iopub.status.busy": "2024-07-22T03:15:10.730800Z",
+     "iopub.status.idle": "2024-07-22T03:15:13.457712Z",
+     "shell.execute_reply": "2024-07-22T03:15:13.456664Z"
+    },
+    "papermill": {
+     "duration": 2.743572,
+     "end_time": "2024-07-22T03:15:13.460093",
+     "exception": false,
+     "start_time": "2024-07-22T03:15:10.716521",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/sklearn/mixture/_base.py:274: ConvergenceWarning: Initialization 1 did not converge. Try different init parameters, or increase max_iter, tol or check for degenerate data.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/sklearn/mixture/_base.py:274: ConvergenceWarning: Initialization 1 did not converge. Try different init parameters, or increase max_iter, tol or check for degenerate data.\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.preprocessing import DataPreprocessor\n",
+    "\n",
+    "preprocessor = DataPreprocessor(\n",
+    "    task,\n",
+    "    target=target,\n",
+    "    cat_features=cat_features,\n",
+    "    mixed_features=mixed_features,\n",
+    "    longtail_features=longtail_features,\n",
+    "    integer_features=integer_features,\n",
+    "    lct_ae_embedding_size=lct_ae_embedding_size,\n",
+    "    lct_ae_params=lct_ae_params,\n",
+    "    lct_ae=lct_ae,\n",
+    "    tab_ddpm_normalization=tab_ddpm_normalization,\n",
+    "    tab_ddpm_cat_encoding=tab_ddpm_cat_encoding,\n",
+    "    tab_ddpm_y_policy=tab_ddpm_y_policy,\n",
+    "    tab_ddpm_is_y_cond=tab_ddpm_is_y_cond,\n",
+    "    realtabformer_embedding=rtf_embed,\n",
+    "    realtabformer_params=rtf_params,\n",
+    ")\n",
+    "preprocessor.fit(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "86a63962",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:15:13.487898Z",
+     "iopub.status.busy": "2024-07-22T03:15:13.487002Z",
+     "iopub.status.idle": "2024-07-22T03:15:13.493425Z",
+     "shell.execute_reply": "2024-07-22T03:15:13.492494Z"
+    },
+    "papermill": {
+     "duration": 0.022181,
+     "end_time": "2024-07-22T03:15:13.495276",
+     "exception": false,
+     "start_time": "2024-07-22T03:15:13.473095",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'tvae': 24,\n",
+       " 'realtabformer': (31, 89, None, True),\n",
+       " 'lct_gan': 14,\n",
+       " 'tab_ddpm_concat': 5}"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "preprocessor.adapter_sizes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "e48fb4e0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:15:13.519499Z",
+     "iopub.status.busy": "2024-07-22T03:15:13.519225Z",
+     "iopub.status.idle": "2024-07-22T03:15:14.013009Z",
+     "shell.execute_reply": "2024-07-22T03:15:14.012200Z"
+    },
+    "papermill": {
+     "duration": 0.508648,
+     "end_time": "2024-07-22T03:15:14.015414",
+     "exception": false,
+     "start_time": "2024-07-22T03:15:13.506766",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import create_model, ISABMode, LoRAMode\n",
+    "import ml_utility_loss.loss_learning.estimator.params2 as PARAMS\n",
+    "from ml_utility_loss.tuning import map_parameters\n",
+    "from ml_utility_loss.util import clear_memory\n",
+    "import torch\n",
+    "import json\n",
+    "\n",
+    "clear_memory()\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    param_space = {\n",
+    "        **getattr(PARAMS, dataset_name).PARAM_SPACE,\n",
+    "        #**getattr(PARAMS, dataset_name).PARAM_SPACE_2\n",
+    "    }\n",
+    "    params = getattr(PARAMS, dataset_name).BEST_DICT[gp][gp_multiply][single_model]\n",
+    "    #params = PARAMS.default.update_params_2(params, info[\"sizes\"])\n",
+    "    params[\"single_model\"] = False\n",
+    "    if models:\n",
+    "        params[\"models\"] = models\n",
+    "    if single_model:\n",
+    "        params[\"fixed_role_model\"] = single_model\n",
+    "        params[\"single_model\"] = True\n",
+    "        params[\"models\"] = [single_model]\n",
+    "    if gp:\n",
+    "        params[\"gradient_penalty_mode\"] = \"ALL\"\n",
+    "        params[\"mse_mag\"] = True\n",
+    "        if gp_multiply:\n",
+    "            params[\"mse_mag_multiply\"] = True\n",
+    "            #params[\"mse_mag_target\"] = 1.0\n",
+    "        else:\n",
+    "            params[\"mse_mag_multiply\"] = False\n",
+    "            #params[\"mse_mag_target\"] = 0.1\n",
+    "    else:\n",
+    "        params[\"gradient_penalty_mode\"] = \"NONE\"\n",
+    "        params[\"mse_mag\"] = False\n",
+    "    with open(\"params.json\", \"w\") as f:\n",
+    "        json.dump(params, f)\n",
+    "    params = map_parameters(params, param_space=param_space)\n",
+    "    params"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "75d80444",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:15:14.044325Z",
+     "iopub.status.busy": "2024-07-22T03:15:14.043439Z",
+     "iopub.status.idle": "2024-07-22T03:15:14.050297Z",
+     "shell.execute_reply": "2024-07-22T03:15:14.049408Z"
+    },
+    "papermill": {
+     "duration": 0.023893,
+     "end_time": "2024-07-22T03:15:14.052219",
+     "exception": false,
+     "start_time": "2024-07-22T03:15:14.028326",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.model.pipeline import remove_non_model_params\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    params2 = remove_non_model_params(params)\n",
+    "    mlu_model = create_model(\n",
+    "        adapters=preprocessor.adapter_sizes,\n",
+    "        #Body=\"twin_encoder\",\n",
+    "        **params2,\n",
+    "    )\n",
+    "    #cf.apply_weight_standardization(model, n_last_layers_ignore=0)\n",
+    "    print(mlu_model.models, len(mlu_model.adapters))\n",
+    "else:\n",
+    "    mlu_model = None\n",
+    "    mlu_trainer = None\n",
+    "    ae_mlu_trainer = None\n",
+    "    gan_mlu_trainer = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "0ff26341",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:15:14.076950Z",
+     "iopub.status.busy": "2024-07-22T03:15:14.076683Z",
+     "iopub.status.idle": "2024-07-22T03:15:14.122764Z",
+     "shell.execute_reply": "2024-07-22T03:15:14.122087Z"
+    },
+    "papermill": {
+     "duration": 0.060777,
+     "end_time": "2024-07-22T03:15:14.124690",
+     "exception": false,
+     "start_time": "2024-07-22T03:15:14.063913",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import ml_utility_loss.synthesizers.tab_ddpm.params2 as MLU_PARAMS\n",
+    "from ml_utility_loss.tuning import map_parameters\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_params0 = getattr(MLU_PARAMS, dataset_name)\n",
+    "    mlu_params = mlu_params0.BEST_DICT[gp][gp_multiply]\n",
+    "    if isinstance(mlu_params, (list, tuple)):\n",
+    "        mlu_params = mlu_params[param_index]\n",
+    "    mlu_params = map_parameters(mlu_params, param_space=mlu_params0.PARAM_SPACE)\n",
+    "    mlu_params[\"target\"] = mlu_params.pop(\"mlu_target\", mlu_params.pop(\"target\", None))\n",
+    "    mlu_params[\"lr\"] = mlu_params.pop(\"mlu_lr\", mlu_params.pop(\"lr\", None))\n",
+    "    mlu_params[\"loss_fn\"] = mlu_params.pop(\"mlu_loss_fn\", mlu_params.pop(\"loss_fn\", None))\n",
+    "    mlu_params[\"Optim\"] = mlu_params.pop(\"mlu_Optim\", mlu_params.pop(\"Optim\", None))\n",
+    "    mlu_params.pop(\"gradient_penalty_kwargs\", None)\n",
+    "    print(mlu_params)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "cd69b408",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:15:14.152208Z",
+     "iopub.status.busy": "2024-07-22T03:15:14.151921Z",
+     "iopub.status.idle": "2024-07-22T03:15:14.157304Z",
+     "shell.execute_reply": "2024-07-22T03:15:14.156473Z"
+    },
+    "papermill": {
+     "duration": 0.021917,
+     "end_time": "2024-07-22T03:15:14.159494",
+     "exception": false,
+     "start_time": "2024-07-22T03:15:14.137577",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import torch\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    if mlu_run is True:\n",
+    "        mlu_run = mlu_params[\"mlu_run\"]\n",
+    "    mlu_params.pop(\"mlu_run\", None)\n",
+    "    mlu_model_dir_2 = os.path.join(mlu_model_dir, dataset_name, mlu_model_name, str(mlu_run))\n",
+    "    mlu_model_path = os.path.join(mlu_model_dir_2, f\"model.pt\")\n",
+    "\n",
+    "    mlu_model.load_state_dict(torch.load(mlu_model_path))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "89a72c28",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:15:14.184232Z",
+     "iopub.status.busy": "2024-07-22T03:15:14.183962Z",
+     "iopub.status.idle": "2024-07-22T03:15:14.187765Z",
+     "shell.execute_reply": "2024-07-22T03:15:14.186950Z"
+    },
+    "papermill": {
+     "duration": 0.01828,
+     "end_time": "2024-07-22T03:15:14.189559",
+     "exception": false,
+     "start_time": "2024-07-22T03:15:14.171279",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "7b0326a2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:15:14.214317Z",
+     "iopub.status.busy": "2024-07-22T03:15:14.214039Z",
+     "iopub.status.idle": "2024-07-22T03:15:14.219569Z",
+     "shell.execute_reply": "2024-07-22T03:15:14.218841Z"
+    },
+    "papermill": {
+     "duration": 0.0202,
+     "end_time": "2024-07-22T03:15:14.221490",
+     "exception": false,
+     "start_time": "2024-07-22T03:15:14.201290",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_dataset\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    dataset = load_dataset(\n",
+    "        dataset_dir=os.path.join(path_prefix, \"ml-utility-loss/\", \"synthetics\", dataset_name),\n",
+    "        preprocessor=preprocessor,\n",
+    "        cache_dir=os.path.join(path_prefix, dataset_name, \"_cache_inference\"),\n",
+    "        val=False,\n",
+    "        ratio=None,\n",
+    "        drop_first_column=True,\n",
+    "        model=single_model,\n",
+    "        train=\"train\", test=\"test\", value=\"real_value\",\n",
+    "        file=\"info_2.csv\",\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "321644f5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:15:14.246708Z",
+     "iopub.status.busy": "2024-07-22T03:15:14.246383Z",
+     "iopub.status.idle": "2024-07-22T03:15:14.252529Z",
+     "shell.execute_reply": "2024-07-22T03:15:14.251867Z"
+    },
+    "papermill": {
+     "duration": 0.020721,
+     "end_time": "2024-07-22T03:15:14.254392",
+     "exception": false,
+     "start_time": "2024-07-22T03:15:14.233671",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.wrapper import MLUtilityTrainer\n",
+    "from ml_utility_loss.util import clear_memory\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_trainer = MLUtilityTrainer(\n",
+    "        model=mlu_model[single_model],\n",
+    "        dataset=dataset,\n",
+    "        debug=True,\n",
+    "        log_path=os.path.join(model_dir_2, \"mlu_log.csv\"),\n",
+    "        **mlu_params,\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "ef6c86be",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:15:14.281015Z",
+     "iopub.status.busy": "2024-07-22T03:15:14.280734Z",
+     "iopub.status.idle": "2024-07-22T03:15:14.288836Z",
+     "shell.execute_reply": "2024-07-22T03:15:14.288005Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.023723,
+     "end_time": "2024-07-22T03:15:14.290786",
+     "exception": false,
+     "start_time": "2024-07-22T03:15:14.267063",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "\n",
+    "from ml_utility_loss.tuning import create_objective\n",
+    "from ml_utility_loss.synthesizers.tab_ddpm.params.default import RTDL_PARAMS\n",
+    "import ml_utility_loss.synthesizers.tab_ddpm.params as PARAMS\n",
+    "from ml_utility_loss.util import filter_dict_2, filter_dict\n",
+    "from copy import deepcopy\n",
+    "\n",
+    "params = getattr(PARAMS, dataset_name).BEST\n",
+    "\n",
+    "model_params={\n",
+    "    **params,\n",
+    "}\n",
+    "\n",
+    "n_layers = model_params.pop(\"n_layers\")\n",
+    "d_layers_0 = model_params.pop(\"d_layers_0\")\n",
+    "d_layers_i = model_params.pop(\"d_layers_i\")\n",
+    "d_layers_n = model_params.pop(\"d_layers_n\")\n",
+    "d_layers = [\n",
+    "    d_layers_0,\n",
+    "    *[d_layers_i for _ in range(n_layers-2)],\n",
+    "    d_layers_n,\n",
+    "]\n",
+    "model_params[\"d_layers\"] = d_layers\n",
+    "\n",
+    "model_params[\"steps\"] = int(round(epoch_scale * model_params[\"steps\"]))\n",
+    "\n",
+    "rtdl_params = filter_dict(model_params, RTDL_PARAMS)\n",
+    "model_params = {k: v for k, v in model_params.items() if k not in rtdl_params}\n",
+    "model_params[\"rtdl_params\"] = rtdl_params\n",
+    "model_params_ = deepcopy(model_params)\n",
+    "model_params[\"mlu_trainer\"] = mlu_trainer"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "cf86e9af",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:15:14.316025Z",
+     "iopub.status.busy": "2024-07-22T03:15:14.315757Z",
+     "iopub.status.idle": "2024-07-22T03:17:48.697705Z",
+     "shell.execute_reply": "2024-07-22T03:17:48.696831Z"
+    },
+    "executionInfo": {
+     "elapsed": 343737,
+     "status": "ok",
+     "timestamp": 1697361491663,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "wGsDQTlk8Zl1",
+    "outputId": "996f2f4a-9065-4001-9854-bff40326818c",
+    "papermill": {
+     "duration": 154.397329,
+     "end_time": "2024-07-22T03:17:48.700079",
+     "exception": false,
+     "start_time": "2024-07-22T03:15:14.302750",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0]\n",
+      "4\n",
+      "{'rtdl_params': {'dropout': 0.11105753254123253, 'd_layers': [2048, 512, 512]}, 'is_y_cond': True, 'd_in': 4}\n",
+      "num_timesteps 400\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 1000/33932 MLoss: 0.0 GLoss: 0.3529 Sum: 0.3529\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/33932 MLoss: 0.0 GLoss: 0.3066 Sum: 0.3066\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/33932 MLoss: 0.0 GLoss: 0.2903 Sum: 0.2903\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/33932 MLoss: 0.0 GLoss: 0.2785 Sum: 0.2785\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/33932 MLoss: 0.0 GLoss: 0.2732 Sum: 0.2732\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/33932 MLoss: 0.0 GLoss: 0.2656 Sum: 0.2656\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/33932 MLoss: 0.0 GLoss: 0.2622 Sum: 0.2622\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/33932 MLoss: 0.0 GLoss: 0.2552 Sum: 0.2552\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/33932 MLoss: 0.0 GLoss: 0.2498 Sum: 0.2498\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/33932 MLoss: 0.0 GLoss: 0.2467 Sum: 0.2467\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/33932 MLoss: 0.0 GLoss: 0.2424 Sum: 0.2424\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/33932 MLoss: 0.0 GLoss: 0.2409 Sum: 0.2409\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/33932 MLoss: 0.0 GLoss: 0.2409 Sum: 0.2409\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/33932 MLoss: 0.0 GLoss: 0.2338 Sum: 0.2338\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/33932 MLoss: 0.0 GLoss: 0.2328 Sum: 0.2328\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/33932 MLoss: 0.0 GLoss: 0.2335 Sum: 0.2335\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/33932 MLoss: 0.0 GLoss: 0.2284 Sum: 0.2284\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/33932 MLoss: 0.0 GLoss: 0.227 Sum: 0.227\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/33932 MLoss: 0.0 GLoss: 0.2258 Sum: 0.2258\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/33932 MLoss: 0.0 GLoss: 0.223 Sum: 0.223\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/33932 MLoss: 0.0 GLoss: 0.2216 Sum: 0.2216\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/33932 MLoss: 0.0 GLoss: 0.2177 Sum: 0.2177\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/33932 MLoss: 0.0 GLoss: 0.2151 Sum: 0.2151\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/33932 MLoss: 0.0 GLoss: 0.2182 Sum: 0.2182\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/33932 MLoss: 0.0 GLoss: 0.2154 Sum: 0.2154\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/33932 MLoss: 0.0 GLoss: 0.2136 Sum: 0.2136\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/33932 MLoss: 0.0 GLoss: 0.214 Sum: 0.214\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/33932 MLoss: 0.0 GLoss: 0.211 Sum: 0.211\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/33932 MLoss: 0.0 GLoss: 0.2109 Sum: 0.2109\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/33932 MLoss: 0.0 GLoss: 0.2101 Sum: 0.2101\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/33932 MLoss: 0.0 GLoss: 0.2075 Sum: 0.2075\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/33932 MLoss: 0.0 GLoss: 0.2075 Sum: 0.2075\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/33932 MLoss: 0.0 GLoss: 0.2087 Sum: 0.2087\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.synthesizers.tvae.wrapper import TVAE\n",
+    "from ml_utility_loss.synthesizers.tab_ddpm.pipeline import train as _train, sample as _sample\n",
+    "from ml_utility_loss.util import clear_memory\n",
+    "clear_memory()\n",
+    "\n",
+    "train = dfs[df_name_2]\n",
+    "\n",
+    "model, diffusion, trainer = _train(\n",
+    "    train,\n",
+    "    task_type=task,\n",
+    "    target=target,\n",
+    "    cat_features=cat_features,\n",
+    "    **model_params,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b0626dff",
+   "metadata": {
+    "papermill": {
+     "duration": 0.015672,
+     "end_time": "2024-07-22T03:17:48.732008",
+     "exception": false,
+     "start_time": "2024-07-22T03:17:48.716336",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "4b9a0384",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:17:48.764072Z",
+     "iopub.status.busy": "2024-07-22T03:17:48.762998Z",
+     "iopub.status.idle": "2024-07-22T03:17:48.771321Z",
+     "shell.execute_reply": "2024-07-22T03:17:48.770571Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.026472,
+     "end_time": "2024-07-22T03:17:48.773291",
+     "exception": false,
+     "start_time": "2024-07-22T03:17:48.746819",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import torch\n",
+    "from copy import deepcopy\n",
+    "import json\n",
+    "\n",
+    "if save_model:\n",
+    "    if True or not os.path.exists(model_path):\n",
+    "        torch.save(model, model_path)\n",
+    "    if True or not os.path.exists(diffusion_path):\n",
+    "        torch.save(diffusion, diffusion_path)\n",
+    "    trainer.mlu_trainer = None\n",
+    "    #torch.save(trainer, trainer_path)\n",
+    "    if True or not os.path.exists(model_state_path):\n",
+    "        torch.save(deepcopy(model.state_dict()), model_state_path)\n",
+    "    if True or not os.path.exists(diffusion_state_path):\n",
+    "        torch.save(deepcopy(diffusion.state_dict()), diffusion_state_path)\n",
+    "if True or not os.path.exists(params_path):\n",
+    "    with open(params_path, \"w\") as f:\n",
+    "        json.dump(model_params_, f, indent=4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "238667b7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:17:48.804148Z",
+     "iopub.status.busy": "2024-07-22T03:17:48.803853Z",
+     "iopub.status.idle": "2024-07-22T03:18:04.883954Z",
+     "shell.execute_reply": "2024-07-22T03:18:04.883125Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.09857,
+     "end_time": "2024-07-22T03:18:04.886433",
+     "exception": false,
+     "start_time": "2024-07-22T03:17:48.787863",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "for i in range(30):\n",
+    "    seed(i)\n",
+    "    # Create synthetic data\n",
+    "    synth_df = _sample(\n",
+    "        diffusion,\n",
+    "        batch_size=model_params[\"batch_size\"],\n",
+    "        num_samples=len(train)\n",
+    "    )\n",
+    "    model_dir_3 = os.path.join(model_dir_2, str(i))\n",
+    "    mkdir(model_dir_3)\n",
+    "    synth_path = os.path.join(model_dir_3, f\"synth.csv\")\n",
+    "    train_path = os.path.join(model_dir_3, f\"train.csv\")\n",
+    "    val_path = os.path.join(model_dir_3, f\"val.csv\")\n",
+    "    test_path = os.path.join(model_dir_3, f\"test.csv\")\n",
+    "\n",
+    "    synth_df.to_csv(synth_path)\n",
+    "    dfs[df_name_2].to_csv(train_path)\n",
+    "    if df_name in dfs_test:\n",
+    "        dfs_test[df_name].to_csv(val_path)\n",
+    "        dfs_test[df_name].to_csv(test_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "97d7f174",
+   "metadata": {
+    "papermill": {
+     "duration": 0.015296,
+     "end_time": "2024-07-22T03:18:04.918135",
+     "exception": false,
+     "start_time": "2024-07-22T03:18:04.902839",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "accelerator": "GPU",
+  "celltoolbar": "Tags",
+  "colab": {
+   "authorship_tag": "ABX9TyP9QeEydtXrVGW6XxyuLIx2",
+   "mount_file_id": "1thrslXDsb3UiDvvPU--356QMeNaiFBdW",
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.13"
+  },
+  "papermill": {
+   "default_parameters": {},
+   "duration": 199.125854,
+   "end_time": "2024-07-22T03:18:07.445186",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/3_3/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/3_3/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 3,
+    "epoch_scale": 0.4,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/3_3",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-22T03:14:48.319332",
+   "version": "2.5.0"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
\ No newline at end of file